Modelling Assignment 3
- Preparing the Categorical Variables This assignment assumes you are using the same Sample Population as from the previous modeling assignment. If you need to make adjustments to the Sample Population, please do so and report what you’ve done. Let Y = sale price be the dependent or response variable. Examine the categorical variables in the Ames Data Set. On first principles (i.e. your reasoning) which seem most likely to be related to, or predictive of, SALESPRICE? For those categorical variables that seem most reasonable or interesting, find summary statistics for Y (i.e. means, medians, std dev., etc) BY the levels of the categorical variable. Which categorical variable(s) have the greatest mean difference between levels? Why is this an important quality to look for? Create dummy coded (or effect coded, if you prefer) variables for the interesting categorical variables that may be predictive of SALEPRICE. Keep in mind, the more categorical variables you want to include in your analysis, the more work required in dealing with those variables. This work goes up exponentially with the number of categorical variables retained and their numbers of levels. Be brutally honest about the potential for a categorical variable to be predictive. If you must, fit regression models to determine R-squared for the categorical variables of interest, and then select only those that have reasonably large R-squared values. Report the summary statistics for SALESPRICE by group for these interesting categorical variables that you wish to retain for further analysis.
setwd('/Users/robin/Desktop/Assignment\ 1\ MSDS\ 410')
mydata <- read.csv(file="ames_housing_data.csv",head=TRUE,sep=",")
str(mydata)## 'data.frame': 2930 obs. of 82 variables:
## $ SID : int 1 2 3 4 5 6 7 8 9 10 ...
## $ PID : int 526301100 526350040 526351010 526353030 527105010 527105030 527127150 527145080 527146030 527162130 ...
## $ SubClass : int 20 20 20 20 60 60 120 120 120 60 ...
## $ Zoning : chr "RL" "RH" "RL" "RL" ...
## $ LotFrontage : int 141 80 81 93 74 78 41 43 39 60 ...
## $ LotArea : int 31770 11622 14267 11160 13830 9978 4920 5005 5389 7500 ...
## $ Street : chr "Pave" "Pave" "Pave" "Pave" ...
## $ Alley : chr NA NA NA NA ...
## $ LotShape : chr "IR1" "Reg" "IR1" "Reg" ...
## $ LandContour : chr "Lvl" "Lvl" "Lvl" "Lvl" ...
## $ Utilities : chr "AllPub" "AllPub" "AllPub" "AllPub" ...
## $ LotConfig : chr "Corner" "Inside" "Corner" "Corner" ...
## $ LandSlope : chr "Gtl" "Gtl" "Gtl" "Gtl" ...
## $ Neighborhood : chr "NAmes" "NAmes" "NAmes" "NAmes" ...
## $ Condition1 : chr "Norm" "Feedr" "Norm" "Norm" ...
## $ Condition2 : chr "Norm" "Norm" "Norm" "Norm" ...
## $ BldgType : chr "1Fam" "1Fam" "1Fam" "1Fam" ...
## $ HouseStyle : chr "1Story" "1Story" "1Story" "1Story" ...
## $ OverallQual : int 6 5 6 7 5 6 8 8 8 7 ...
## $ OverallCond : int 5 6 6 5 5 6 5 5 5 5 ...
## $ YearBuilt : int 1960 1961 1958 1968 1997 1998 2001 1992 1995 1999 ...
## $ YearRemodel : int 1960 1961 1958 1968 1998 1998 2001 1992 1996 1999 ...
## $ RoofStyle : chr "Hip" "Gable" "Hip" "Hip" ...
## $ RoofMat : chr "CompShg" "CompShg" "CompShg" "CompShg" ...
## $ Exterior1 : chr "BrkFace" "VinylSd" "Wd Sdng" "BrkFace" ...
## $ Exterior2 : chr "Plywood" "VinylSd" "Wd Sdng" "BrkFace" ...
## $ MasVnrType : chr "Stone" "None" "BrkFace" "None" ...
## $ MasVnrArea : int 112 0 108 0 0 20 0 0 0 0 ...
## $ ExterQual : chr "TA" "TA" "TA" "Gd" ...
## $ ExterCond : chr "TA" "TA" "TA" "TA" ...
## $ Foundation : chr "CBlock" "CBlock" "CBlock" "CBlock" ...
## $ BsmtQual : chr "TA" "TA" "TA" "TA" ...
## $ BsmtCond : chr "Gd" "TA" "TA" "TA" ...
## $ BsmtExposure : chr "Gd" "No" "No" "No" ...
## $ BsmtFinType1 : chr "BLQ" "Rec" "ALQ" "ALQ" ...
## $ BsmtFinSF1 : int 639 468 923 1065 791 602 616 263 1180 0 ...
## $ BsmtFinType2 : chr "Unf" "LwQ" "Unf" "Unf" ...
## $ BsmtFinSF2 : int 0 144 0 0 0 0 0 0 0 0 ...
## $ BsmtUnfSF : int 441 270 406 1045 137 324 722 1017 415 994 ...
## $ TotalBsmtSF : int 1080 882 1329 2110 928 926 1338 1280 1595 994 ...
## $ Heating : chr "GasA" "GasA" "GasA" "GasA" ...
## $ HeatingQC : chr "Fa" "TA" "TA" "Ex" ...
## $ CentralAir : chr "Y" "Y" "Y" "Y" ...
## $ Electrical : chr "SBrkr" "SBrkr" "SBrkr" "SBrkr" ...
## $ FirstFlrSF : int 1656 896 1329 2110 928 926 1338 1280 1616 1028 ...
## $ SecondFlrSF : int 0 0 0 0 701 678 0 0 0 776 ...
## $ LowQualFinSF : int 0 0 0 0 0 0 0 0 0 0 ...
## $ GrLivArea : int 1656 896 1329 2110 1629 1604 1338 1280 1616 1804 ...
## $ BsmtFullBath : int 1 0 0 1 0 0 1 0 1 0 ...
## $ BsmtHalfBath : int 0 0 0 0 0 0 0 0 0 0 ...
## $ FullBath : int 1 1 1 2 2 2 2 2 2 2 ...
## $ HalfBath : int 0 0 1 1 1 1 0 0 0 1 ...
## $ BedroomAbvGr : int 3 2 3 3 3 3 2 2 2 3 ...
## $ KitchenAbvGr : int 1 1 1 1 1 1 1 1 1 1 ...
## $ KitchenQual : chr "TA" "TA" "Gd" "Ex" ...
## $ TotRmsAbvGrd : int 7 5 6 8 6 7 6 5 5 7 ...
## $ Functional : chr "Typ" "Typ" "Typ" "Typ" ...
## $ Fireplaces : int 2 0 0 2 1 1 0 0 1 1 ...
## $ FireplaceQu : chr "Gd" NA NA "TA" ...
## $ GarageType : chr "Attchd" "Attchd" "Attchd" "Attchd" ...
## $ GarageYrBlt : int 1960 1961 1958 1968 1997 1998 2001 1992 1995 1999 ...
## $ GarageFinish : chr "Fin" "Unf" "Unf" "Fin" ...
## $ GarageCars : int 2 1 1 2 2 2 2 2 2 2 ...
## $ GarageArea : int 528 730 312 522 482 470 582 506 608 442 ...
## $ GarageQual : chr "TA" "TA" "TA" "TA" ...
## $ GarageCond : chr "TA" "TA" "TA" "TA" ...
## $ PavedDrive : chr "P" "Y" "Y" "Y" ...
## $ WoodDeckSF : int 210 140 393 0 212 360 0 0 237 140 ...
## $ OpenPorchSF : int 62 0 36 0 34 36 0 82 152 60 ...
## $ EnclosedPorch: int 0 0 0 0 0 0 170 0 0 0 ...
## $ ThreeSsnPorch: int 0 0 0 0 0 0 0 0 0 0 ...
## $ ScreenPorch : int 0 120 0 0 0 0 0 144 0 0 ...
## $ PoolArea : int 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolQC : chr NA NA NA NA ...
## $ Fence : chr NA "MnPrv" NA NA ...
## $ MiscFeature : chr NA NA "Gar2" NA ...
## $ MiscVal : int 0 0 12500 0 0 0 0 0 0 0 ...
## $ MoSold : int 5 6 6 4 3 6 4 1 3 6 ...
## $ YrSold : int 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 ...
## $ SaleType : chr "WD " "WD " "WD " "WD " ...
## $ SaleCondition: chr "Normal" "Normal" "Normal" "Normal" ...
## $ SalePrice : int 215000 105000 172000 244000 189900 195500 213500 191500 236500 189000 ...head(mydata)## SID PID SubClass Zoning LotFrontage LotArea Street Alley LotShape
## 1 1 526301100 20 RL 141 31770 Pave <NA> IR1
## 2 2 526350040 20 RH 80 11622 Pave <NA> Reg
## 3 3 526351010 20 RL 81 14267 Pave <NA> IR1
## 4 4 526353030 20 RL 93 11160 Pave <NA> Reg
## 5 5 527105010 60 RL 74 13830 Pave <NA> IR1
## 6 6 527105030 60 RL 78 9978 Pave <NA> IR1
## LandContour Utilities LotConfig LandSlope Neighborhood Condition1 Condition2
## 1 Lvl AllPub Corner Gtl NAmes Norm Norm
## 2 Lvl AllPub Inside Gtl NAmes Feedr Norm
## 3 Lvl AllPub Corner Gtl NAmes Norm Norm
## 4 Lvl AllPub Corner Gtl NAmes Norm Norm
## 5 Lvl AllPub Inside Gtl Gilbert Norm Norm
## 6 Lvl AllPub Inside Gtl Gilbert Norm Norm
## BldgType HouseStyle OverallQual OverallCond YearBuilt YearRemodel RoofStyle
## 1 1Fam 1Story 6 5 1960 1960 Hip
## 2 1Fam 1Story 5 6 1961 1961 Gable
## 3 1Fam 1Story 6 6 1958 1958 Hip
## 4 1Fam 1Story 7 5 1968 1968 Hip
## 5 1Fam 2Story 5 5 1997 1998 Gable
## 6 1Fam 2Story 6 6 1998 1998 Gable
## RoofMat Exterior1 Exterior2 MasVnrType MasVnrArea ExterQual ExterCond
## 1 CompShg BrkFace Plywood Stone 112 TA TA
## 2 CompShg VinylSd VinylSd None 0 TA TA
## 3 CompShg Wd Sdng Wd Sdng BrkFace 108 TA TA
## 4 CompShg BrkFace BrkFace None 0 Gd TA
## 5 CompShg VinylSd VinylSd None 0 TA TA
## 6 CompShg VinylSd VinylSd BrkFace 20 TA TA
## Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1
## 1 CBlock TA Gd Gd BLQ 639
## 2 CBlock TA TA No Rec 468
## 3 CBlock TA TA No ALQ 923
## 4 CBlock TA TA No ALQ 1065
## 5 PConc Gd TA No GLQ 791
## 6 PConc TA TA No GLQ 602
## BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir
## 1 Unf 0 441 1080 GasA Fa Y
## 2 LwQ 144 270 882 GasA TA Y
## 3 Unf 0 406 1329 GasA TA Y
## 4 Unf 0 1045 2110 GasA Ex Y
## 5 Unf 0 137 928 GasA Gd Y
## 6 Unf 0 324 926 GasA Ex Y
## Electrical FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea BsmtFullBath
## 1 SBrkr 1656 0 0 1656 1
## 2 SBrkr 896 0 0 896 0
## 3 SBrkr 1329 0 0 1329 0
## 4 SBrkr 2110 0 0 2110 1
## 5 SBrkr 928 701 0 1629 0
## 6 SBrkr 926 678 0 1604 0
## BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr KitchenQual
## 1 0 1 0 3 1 TA
## 2 0 1 0 2 1 TA
## 3 0 1 1 3 1 Gd
## 4 0 2 1 3 1 Ex
## 5 0 2 1 3 1 TA
## 6 0 2 1 3 1 Gd
## TotRmsAbvGrd Functional Fireplaces FireplaceQu GarageType GarageYrBlt
## 1 7 Typ 2 Gd Attchd 1960
## 2 5 Typ 0 <NA> Attchd 1961
## 3 6 Typ 0 <NA> Attchd 1958
## 4 8 Typ 2 TA Attchd 1968
## 5 6 Typ 1 TA Attchd 1997
## 6 7 Typ 1 Gd Attchd 1998
## GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive
## 1 Fin 2 528 TA TA P
## 2 Unf 1 730 TA TA Y
## 3 Unf 1 312 TA TA Y
## 4 Fin 2 522 TA TA Y
## 5 Fin 2 482 TA TA Y
## 6 Fin 2 470 TA TA Y
## WoodDeckSF OpenPorchSF EnclosedPorch ThreeSsnPorch ScreenPorch PoolArea
## 1 210 62 0 0 0 0
## 2 140 0 0 0 120 0
## 3 393 36 0 0 0 0
## 4 0 0 0 0 0 0
## 5 212 34 0 0 0 0
## 6 360 36 0 0 0 0
## PoolQC Fence MiscFeature MiscVal MoSold YrSold SaleType SaleCondition
## 1 <NA> <NA> <NA> 0 5 2010 WD Normal
## 2 <NA> MnPrv <NA> 0 6 2010 WD Normal
## 3 <NA> <NA> Gar2 12500 6 2010 WD Normal
## 4 <NA> <NA> <NA> 0 4 2010 WD Normal
## 5 <NA> MnPrv <NA> 0 3 2010 WD Normal
## 6 <NA> <NA> <NA> 0 6 2010 WD Normal
## SalePrice
## 1 215000
## 2 105000
## 3 172000
## 4 244000
## 5 189900
## 6 195500names(mydata)## [1] "SID" "PID" "SubClass" "Zoning"
## [5] "LotFrontage" "LotArea" "Street" "Alley"
## [9] "LotShape" "LandContour" "Utilities" "LotConfig"
## [13] "LandSlope" "Neighborhood" "Condition1" "Condition2"
## [17] "BldgType" "HouseStyle" "OverallQual" "OverallCond"
## [21] "YearBuilt" "YearRemodel" "RoofStyle" "RoofMat"
## [25] "Exterior1" "Exterior2" "MasVnrType" "MasVnrArea"
## [29] "ExterQual" "ExterCond" "Foundation" "BsmtQual"
## [33] "BsmtCond" "BsmtExposure" "BsmtFinType1" "BsmtFinSF1"
## [37] "BsmtFinType2" "BsmtFinSF2" "BsmtUnfSF" "TotalBsmtSF"
## [41] "Heating" "HeatingQC" "CentralAir" "Electrical"
## [45] "FirstFlrSF" "SecondFlrSF" "LowQualFinSF" "GrLivArea"
## [49] "BsmtFullBath" "BsmtHalfBath" "FullBath" "HalfBath"
## [53] "BedroomAbvGr" "KitchenAbvGr" "KitchenQual" "TotRmsAbvGrd"
## [57] "Functional" "Fireplaces" "FireplaceQu" "GarageType"
## [61] "GarageYrBlt" "GarageFinish" "GarageCars" "GarageArea"
## [65] "GarageQual" "GarageCond" "PavedDrive" "WoodDeckSF"
## [69] "OpenPorchSF" "EnclosedPorch" "ThreeSsnPorch" "ScreenPorch"
## [73] "PoolArea" "PoolQC" "Fence" "MiscFeature"
## [77] "MiscVal" "MoSold" "YrSold" "SaleType"
## [81] "SaleCondition" "SalePrice"mydata$TotalFloorSF <- mydata$FirstFlrSF + mydata$SecondFlrSF
mydata$HouseAge <- mydata$YrSold - mydata$YearBuilt
mydata$QualityIndex <- mydata$OverallQual * mydata$OverallCond
mydata$logSalePrice <- log(mydata$SalePrice)
mydata$price_sqft <- mydata$SalePrice/mydata$TotalFloorSF
summary(mydata$price_sqft)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 15.37 100.57 120.43 121.60 140.01 276.25hist(mydata$price_sqft)
mydata$TotalSqftCalc <- mydata$BsmtFinSF1+mydata$BsmtFinSF2+mydata$GrLivArea;
subdat <- subset(mydata, select=c("TotalFloorSF","HouseAge","QualityIndex",
"price_sqft", "SalePrice","LotArea",
"BsmtFinSF1","Neighborhood","HouseStyle",
"LotShape","OverallQual","logSalePrice",
"TotalBsmtSF","HouseStyle","Zoning","LotShape","SaleCondition","Functional", "LotArea","SubClass","LotFrontage","OverallCond", "YearBuilt", "ExterQual", "ExterCond", "FirstFlrSF", "SecondFlrSF", "BedroomAbvGr", "TotRmsAbvGrd", "GrLivArea", "MiscVal", "YearRemodel","logSalePrice","TotalSqftCalc"))
str(subdat)## 'data.frame': 2930 obs. of 34 variables:
## $ TotalFloorSF : int 1656 896 1329 2110 1629 1604 1338 1280 1616 1804 ...
## $ HouseAge : int 50 49 52 42 13 12 9 18 15 11 ...
## $ QualityIndex : int 30 30 36 35 25 36 40 40 40 35 ...
## $ price_sqft : num 130 117 129 116 117 ...
## $ SalePrice : int 215000 105000 172000 244000 189900 195500 213500 191500 236500 189000 ...
## $ LotArea : int 31770 11622 14267 11160 13830 9978 4920 5005 5389 7500 ...
## $ BsmtFinSF1 : int 639 468 923 1065 791 602 616 263 1180 0 ...
## $ Neighborhood : chr "NAmes" "NAmes" "NAmes" "NAmes" ...
## $ HouseStyle : chr "1Story" "1Story" "1Story" "1Story" ...
## $ LotShape : chr "IR1" "Reg" "IR1" "Reg" ...
## $ OverallQual : int 6 5 6 7 5 6 8 8 8 7 ...
## $ logSalePrice : num 12.3 11.6 12.1 12.4 12.2 ...
## $ TotalBsmtSF : int 1080 882 1329 2110 928 926 1338 1280 1595 994 ...
## $ HouseStyle.1 : chr "1Story" "1Story" "1Story" "1Story" ...
## $ Zoning : chr "RL" "RH" "RL" "RL" ...
## $ LotShape.1 : chr "IR1" "Reg" "IR1" "Reg" ...
## $ SaleCondition : chr "Normal" "Normal" "Normal" "Normal" ...
## $ Functional : chr "Typ" "Typ" "Typ" "Typ" ...
## $ LotArea.1 : int 31770 11622 14267 11160 13830 9978 4920 5005 5389 7500 ...
## $ SubClass : int 20 20 20 20 60 60 120 120 120 60 ...
## $ LotFrontage : int 141 80 81 93 74 78 41 43 39 60 ...
## $ OverallCond : int 5 6 6 5 5 6 5 5 5 5 ...
## $ YearBuilt : int 1960 1961 1958 1968 1997 1998 2001 1992 1995 1999 ...
## $ ExterQual : chr "TA" "TA" "TA" "Gd" ...
## $ ExterCond : chr "TA" "TA" "TA" "TA" ...
## $ FirstFlrSF : int 1656 896 1329 2110 928 926 1338 1280 1616 1028 ...
## $ SecondFlrSF : int 0 0 0 0 701 678 0 0 0 776 ...
## $ BedroomAbvGr : int 3 2 3 3 3 3 2 2 2 3 ...
## $ TotRmsAbvGrd : int 7 5 6 8 6 7 6 5 5 7 ...
## $ GrLivArea : int 1656 896 1329 2110 1629 1604 1338 1280 1616 1804 ...
## $ MiscVal : int 0 0 12500 0 0 0 0 0 0 0 ...
## $ YearRemodel : int 1960 1961 1958 1968 1998 1998 2001 1992 1996 1999 ...
## $ logSalePrice.1: num 12.3 11.6 12.1 12.4 12.2 ...
## $ TotalSqftCalc : int 2295 1508 2252 3175 2420 2206 1954 1543 2796 1804 ...subdatnum <- subset(mydata, select=c("TotalFloorSF","HouseAge","QualityIndex",
"SalePrice","LotArea","OverallQual","logSalePrice"))#################################################################
############## Sample Population / Waterfall ###################
###############################################################
subdat1=subdat[!(subdat$TotalFloorSF>=4000),]
subdat2=subdat1[!(subdat1$QualityIndex<=5),]
subdat3=subdat2[!(subdat2$OverallQual<=2),]
subdat4=subset(subdat3, Zoning!="C (all)" & Zoning!="I (all)")
subdat5=subset(subdat4, SaleCondition!="Abnorml" & SaleCondition!="Alloca" & SaleCondition!="Partial")
subdat6=subset(subdat5, Functional=="Typ")
subdat7=subset(subdat6, LotArea<=100000)
subdat7[is.na(subdat7)] = 0
subdata=subdat7
counts=c(nrow(subdat),nrow(subdat1),nrow(subdat2),nrow(subdat3),nrow(subdat4),nrow(subdat5),nrow(subdat6),nrow(subdat7),nrow(subdata))
barplot(counts,names.arg=c("Total","<3500sf", "Ind>5", "Qual>2","No C/I","Norm", "Typ","<100k","NoN/A"), main="Waterfall")
subdata$Style1[subdata$HouseStyle == '1Story'] <- 1
subdata$Style1[subdata$HouseStyle != '1Story'] <- 0
subdata$Style2[subdata$HouseStyle == '2Story'] <- 1
subdata$Style2[subdata$HouseStyle != '2Story'] <- 0
subdata$Style1## [1] 1 1 1 1 0 0 1 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1 1 1 1 1 0 0 0 1 0 1 0 1 1 1 1
## [38] 1 0 1 1 0 1 1 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 1 0 0 0 1 0 1 1 0 1 0 1 0
## [75] 1 1 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 1 0 0 1 0 1 1 1 1 1 0 0 1
## [112] 0 1 1 0 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 0 0 1 0 1 1 1 0 1 1 1 0 1
## [149] 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 1 1 1 1 1 1 0
## [186] 1 0 0 0 1 1 1 0 0 1 1 0 1 1 1 0 1 0 0 0 1 1 1 1 0 0 0 0 0 0 1 0 1 1 1 1 0
## [223] 0 1 1 1 1 1 1 1 1 0 1 1 0 0 1 0 1 0 1 0 0 0 0 1 0 1 1 1 0 0 1 0 0 1 0 1 1
## [260] 0 0 0 1 1 1 0 1 0 1 0 0 0 0 0 1 1 1 0 0 0 1 0 1 1 0 0 0 0 1 0 1 1 1 1 0 0
## [297] 0 0 0 0 1 0 0 1 0 1 1 0 0 1 1 1 1 0 0 1 1 1 0 0 0 0 1 1 1 1 0 1 1 1 1 1 1
## [334] 1 0 0 0 0 1 0 0 1 0 0 0 0 0 1 1 1 1 0 1 1 1 0 1 0 1 1 1 0 1 1 1 1 1 0 1 1
## [371] 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 0 0 0 0 0 0 0 0 1 0 0
## [408] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 1 1 1 0 1 0 1 1 1 0 0 0 0 1 0
## [445] 1 1 0 1 1 1 0 1 1 1 1 1 0 1 0 0 1 0 0 0 1 0 1 1 1 1 1 1 1 1 1 0 1 0 0 0 1
## [482] 1 1 0 1 1 0 0 0 0 0 1 0 1 0 1 1 1 0 1 1 1 1 1 1 1 1 0 0 1 0 1 1 0 1 1 1 1
## [519] 1 1 1 1 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 0 1 1 0 0 1 1 0 1
## [556] 0 1 1 1 1 1 1 1 1 1 1 0 1 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0
## [593] 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0
## [630] 1 0 1 0 0 0 1 0 0 0 1 1 1 1 1 0 1 1 1 1 0 0 0 1 0 0 0 0 0 0 1 1 1 1 0 1 1
## [667] 1 1 1 1 0 0 0 1 1 0 0 1 1 1 0 1 1 0 0 1 0 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1
## [704] 0 0 0 0 1 1 1 1 0 0 1 1 1 1 1 0 1 0 0 1 1 1 0 0 1 0 1 1 1 1 0 0 0 0 0 1 0
## [741] 0 0 0 0 0 0 1 1 0 0 1 0 1 1 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 1 1 1 1 0
## [778] 1 1 1 1 1 1 0 1 0 1 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 1 0 1 1 1 0 0 0
## [815] 0 0 1 1 0 0 1 1 1 0 1 1 1 1 1 0 1 0 1 0 1 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 1
## [852] 1 0 0 0 0 1 0 0 1 0 0 1 1 1 1 1 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [889] 0 0 1 0 0 1 0 0 0 1 0 1 1 1 0 1 0 0 0 0 1 0 1 0 0 1 1 1 0 1 0 0 1 0 0 0 1
## [926] 0 1 1 1 1 1 1 1 1 0 0 0 1 0 1 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 1 0 1 0
## [963] 1 1 1 0 0 1 1 1 1 1 0 0 0 0 0 0 1 1 1 1 1 0 1 1 0 0 1 1 1 1 1 0 0 1 1 0 1
## [1000] 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 0 0 1 1 1 1 1 1 1 1 1
## [1037] 0 0 0 0 0 1 0 0 1 1 0 0 0 1 0 0 0 1 0 1 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0
## [1074] 0 0 0 1 0 1 1 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 1 0
## [1111] 0 1 1 0 0 1 0 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 1 0 0 1 0 0 0
## [1148] 0 1 0 0 0 0 1 0 0 1 0 0 1 0 1 1 1 1 0 0 0 1 1 0 0 0 1 0 1 0 1 1 1 1 0 0 0
## [1185] 0 0 0 0 1 0 0 0 0 0 0 1 1 1 1 0 1 1 0 1 1 1 0 1 1 1 1 1 0 1 0 1 1 0 0 0 0
## [1222] 1 1 0 1 1 1 1 1 0 1 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 1 1
## [1259] 0 0 1 0 1 1 1 0 1 0 1 1 1 1 0 0 1 1 1 1 0 0 1 1 1 1 0 1 1 1 0 1 0 0 0 0 1
## [1296] 0 0 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 0 0 1 0 1 0 0 0 1 1 1 1 0 1 1 1 0 1
## [1333] 0 0 0 0 1 0 1 1 1 0 0 0 0 0 1 0 1 1 1 1 1 1 0 1 1 0 0 0 0 1 0 1 1 1 0 1 0
## [1370] 0 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
## [1407] 0 0 0 0 0 1 0 0 1 1 1 1 1 1 1 1 0 0 0 1 1 0 1 1 1 0 0 1 1 1 0 0 1 1 1 1 1
## [1444] 1 1 1 1 0 0 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 1 0 1 1 0 0 1 0 0 1 1 1
## [1481] 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1 0 1 0 0 0 1
## [1518] 0 0 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 0 0 0 1 0 0 1
## [1555] 0 0 1 0 1 1 1 1 1 1 1 1 1 0 0 1 0 1 0 1 0 1 1 1 0 0 0 1 0 1 1 0 0 0 0 0 0
## [1592] 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
## [1629] 0 0 0 0 0 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 1 1 1 1 0 0 1
## [1666] 1 0 0 0 0 0 1 1 1 1 0 1 0 0 0 0 1 1 1 1 0 0 1 1 1 0 0 0 0 0 1 0 1 0 0 1 1
## [1703] 1 1 1 1 1 1 0 1 1 0 0 0 1 0 1 0 1 1 0 1 0 1 1 0 0 1 1 1 0 0 0 1 0 1 0 0 1
## [1740] 1 1 1 0 1 1 1 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 0 1 1 0 1 1 1 1
## [1777] 0 0 0 0 0 1 1 0 1 0 0 1 1 1 1 0 0 1 1 1 1 1 1 0 0 1 0 1 1 1 0 1 0 0 1 1 1
## [1814] 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0
## [1851] 1 0 1 1 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 1 1 1 1 1 0 0 0 0 0 0 0 1 1 0 1 0 1
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## 1904 670 62 15 95.52239 64000 3500 144
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## 1906 1977 43 36 83.45979 165000 9500 442
## 1907 1150 52 30 125.21739 144000 9600 368
## 1908 1920 59 25 71.35417 137000 11345 220
## 1909 1376 66 25 76.30814 105000 9492 368
## 1910 1644 65 35 89.11192 146500 9480 386
## 1911 1560 39 25 80.76923 126000 8668 0
## 1912 1280 41 30 136.71875 175000 10050 602
## 1913 1254 46 30 126.39553 158500 9600 600
## 1914 912 49 25 125.54825 114500 10150 456
## 1915 1524 49 25 94.48819 144000 11344 460
## 1917 936 50 42 150.64103 141000 8760 873
## 1918 1008 51 30 129.96032 131000 6860 908
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## 1920 1056 49 30 131.62879 139000 8176 846
## 1921 1442 49 36 109.50069 157900 9750 608
## 1922 1056 53 35 132.00758 139400 9250 480
## 1923 1244 50 36 120.57878 150000 11988 777
## 1924 1144 47 25 104.89510 120000 9100 0
## 1925 1721 50 36 101.59791 174850 9736 668
## 1926 922 50 25 125.81345 116000 9770 512
## 1927 1048 51 25 128.81679 135000 10152 586
## 1928 1657 37 18 98.67230 163500 12155 1237
## 1929 1411 52 30 92.13324 130000 12198 780
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## 1931 1154 54 45 123.05026 142000 11556 408
## 1932 1560 49 25 82.43590 128600 8078 0
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## 1936 925 51 40 137.29730 127000 8540 114
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## 1940 928 51 35 142.24138 132000 13300 377
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## 1943 1544 117 28 89.37824 138000 14190 0
## 1944 893 58 35 151.17581 135000 9600 220
## 1945 1216 54 30 128.28947 156000 12099 198
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## 1948 882 51 24 117.00680 103200 5500 0
## 1950 968 80 24 66.63223 64500 10800 0
## 1951 1534 112 45 96.47979 148000 10800 0
## 1953 1651 44 35 104.17929 172000 10090 242
## 1955 952 39 36 134.97899 128500 8300 952
## 1956 2080 38 25 64.90385 135000 11606 650
## 1957 924 58 35 133.00866 122900 8064 0
## 1958 1082 59 30 110.16636 119200 11664 336
## 1959 1846 58 36 77.46479 143000 10496 196
## 1960 988 57 35 120.44534 119000 7200 534
## 1962 864 57 40 149.30556 129000 7200 398
## 1963 1134 47 35 119.04762 135000 7000 588
## 1964 1040 48 35 146.15385 152000 7500 574
## 1965 1170 49 30 119.65812 140000 7315 625
## 1966 1242 47 25 122.38325 152000 7903 739
## 1967 1377 47 25 113.65287 156500 8000 1098
## 1968 1800 46 20 78.33333 141000 8000 0
## 1969 925 46 30 107.02703 99000 7000 0
## 1970 1851 43 48 101.02647 187000 9760 536
## 1971 1812 45 25 93.54305 169500 7590 540
## 1972 864 45 25 145.25463 125500 6600 110
## 1973 936 45 25 138.88889 130000 6760 734
## 1974 960 81 35 107.29167 103000 6978 0
## 1976 1296 80 36 98.37963 127500 6000 276
## 1977 1022 85 25 87.57339 89500 4480 782
## 1978 936 27 25 149.57265 140000 7200 936
## 1979 967 87 30 103.30920 99900 3153 0
## 1980 1047 122 28 95.51098 100000 10800 0
## 1981 1072 67 40 121.26866 130000 7200 0
## 1982 1174 107 40 114.99148 135000 9000 130
## 1983 1183 59 21 101.43702 120000 6000 331
## 1985 1141 107 24 74.49606 85000 5925 122
## 1986 960 87 16 113.02083 108500 6000 250
## 1987 1798 107 32 76.19577 137000 9639 0
## 1988 866 62 45 127.59815 110500 3880 329
## 1989 968 84 30 103.30579 100000 8520 0
## 1990 1772 97 72 104.34537 184900 10337 0
## 1992 1472 82 40 84.91848 125000 9600 0
## 1993 1232 97 35 92.53247 114000 4571 168
## 1995 1650 97 48 87.33333 144100 8398 259
## 1996 2210 127 24 53.16742 117500 9900 0
## 1998 2454 128 56 75.38712 185000 13500 0
## 2000 1616 81 42 94.05941 152000 5400 370
## 2002 2554 117 56 62.45106 159500 10800 0
## 2003 1248 77 25 69.71154 87000 9439 324
## 2004 968 51 24 107.95455 104500 8626 0
## 2007 1435 57 30 89.37282 128250 8674 910
## 2009 1635 84 42 128.44037 210000 8737 300
## 2010 1274 68 35 105.96546 135000 6125 306
## 2011 1232 68 36 103.89610 128000 6000 276
## 2012 1218 66 36 107.55337 131000 6000 375
## 2013 884 68 35 127.82805 113000 6120 0
## 2014 1409 69 30 89.42512 126000 6240 52
## 2015 1322 68 40 99.84871 132000 6240 48
## 2016 1426 77 35 92.39130 131750 6240 0
## 2017 1281 81 30 103.43482 132500 6120 351
## 2018 1513 87 40 90.87905 137500 6120 0
## 2019 854 78 56 154.56674 132000 6120 0
## 2020 1367 76 36 93.26993 127500 6240 425
## 2021 986 81 30 103.44828 102000 6180 0
## 2022 2264 89 48 88.33922 200000 7755 0
## 2023 1824 88 36 98.95833 180500 13515 0
## 2024 1376 87 42 119.91279 165000 8850 0
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## 2026 1396 92 42 110.01074 153575 8730 0
## 2027 1344 78 42 104.16667 140000 5700 336
## 2028 2526 91 42 53.84006 136000 8520 168
## 2029 1173 106 20 96.33419 113000 5680 0
## 2030 1214 106 15 96.37562 117000 5680 0
## 2031 1818 76 28 93.23432 169500 7758 224
## 2032 1108 77 49 125.81227 139400 7449 0
## 2033 2294 44 36 88.27376 202500 13200 375
## 2034 1355 93 42 93.72694 127000 6882 0
## 2035 1375 70 36 102.54545 141000 9000 0
## 2036 1952 57 63 108.76025 212300 9780 354
## 2037 2180 92 30 73.85321 161000 10320 375
## 2039 1111 87 35 90.90909 101000 7200 0
## 2040 1196 91 28 91.88963 109900 4800 197
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## 2651 1376 101 15 70.42151 96900 7614 0
## 2652 960 51 35 141.14583 135500 6000 576
## 2653 1566 82 35 88.76117 139000 6000 0
## 2654 492 85 15 125.00000 61500 7830 416
## 2655 1182 61 42 101.52284 120000 9576 310
## 2656 1163 51 24 108.49097 126175 5820 256
## 2657 840 86 12 76.19048 64000 5747 0
## 2658 1928 96 48 71.05809 137000 9142 0
## 2660 1768 92 49 92.19457 163000 10800 390
## 2661 2104 96 42 73.66920 155000 6300 0
## 2662 1440 106 20 54.86111 79000 5000 0
## 2663 1690 90 42 85.20710 144000 8850 0
## 2664 1368 96 42 83.70175 114504 3600 0
## 2665 1762 86 49 89.10329 157000 7200 0
## 2666 1200 83 30 104.16667 125000 11340 0
## 2667 3036 114 90 156.45586 475000 22950 0
## 2668 1248 86 35 74.91987 93500 5976 0
## 2669 960 48 25 130.20833 125000 9750 0
## 2672 1577 67 30 88.90298 140200 6435 0
## 2673 1827 82 42 110.83744 202500 11737 0
## 2674 1664 59 42 95.55288 159000 5000 399
## 2675 1118 67 35 107.24508 119900 7800 507
## 2676 816 72 36 140.31863 114500 6240 0
## 2677 1344 70 20 85.56548 115000 6240 0
## 2680 912 59 20 88.26754 80500 6240 0
## 2681 1576 78 30 94.54315 149000 6240 0
## 2682 1324 76 35 83.08157 110000 6120 0
## 2683 1103 81 36 100.18132 110500 6000 397
## 2684 616 85 35 144.48052 89000 6000 616
## 2685 1048 84 30 107.82443 113000 6380 0
## 2686 816 81 25 133.57843 109000 11672 0
## 2687 2486 44 30 88.49558 220000 33120 0
## 2688 960 36 20 134.37500 129000 9873 789
## 2689 1635 96 48 71.55963 117000 5310 0
## 2690 693 65 16 75.75758 52500 4118 0
## 2692 1330 96 40 87.59398 116500 7518 0
## 2694 1376 69 36 86.84593 119500 8600 0
## 2695 1360 68 30 92.27941 125500 7200 0
## 2696 1077 84 12 84.49396 91000 9786 0
## 2697 520 71 48 162.50000 84500 6780 490
## 2698 984 76 36 91.46341 90000 7200 343
## 2699 1422 55 25 96.69480 137500 12375 329
## 2700 1921 42 30 78.08433 150000 11136 0
## 2703 1032 71 35 121.12403 125000 8250 0
## 2704 879 70 15 91.01251 80000 5220 0
## 2705 1073 2 35 146.31873 157000 5500 510
## 2706 1382 43 20 107.09117 148000 11235 547
## 2707 1296 39 20 69.44444 90000 10791 0
## 2708 1068 43 48 144.66292 154500 8414 663
## 2709 1064 39 30 144.36090 153600 11327 779
## 2711 934 42 42 141.32762 132000 10366 456
## 2713 1159 38 25 136.32442 158000 11553 673
## 2714 1400 28 42 106.78571 149500 7844 209
## 2715 1458 39 25 113.16872 165000 9535 194
## 2717 1040 28 36 154.32692 160500 7176 794
## 2718 1967 29 20 79.56279 156500 9662 0
## 2719 1949 29 20 80.55413 157000 8235 483
## 2720 1920 48 25 89.84375 172500 13650 57
## 2724 960 41 36 151.04167 145000 10246 648
## 2726 1830 39 42 151.91257 278000 20355 810
## 2727 1000 43 30 164.00000 164000 13050 104
## 2728 2287 53 28 98.38216 225000 15593 603
## 2729 810 35 35 160.49383 130000 10820 535
## 2730 894 32 25 159.39597 142500 13350 762
## 2731 1560 26 35 95.12821 148400 1700 397
## 2733 1350 52 20 108.14815 146000 9375 799
## 2735 2008 58 40 112.05179 225000 7800 603
## 2737 2009 78 42 116.97362 235000 19950 0
## 2738 3672 71 48 113.01743 415000 19800 425
## 2740 1488 54 30 90.72581 135000 12048 0
## 2741 1057 51 40 129.61211 137000 10519 0
## 2742 1855 52 24 73.80054 136900 9525 444
## 2743 1609 53 30 93.16346 149900 9525 468
## 2744 1148 54 35 107.57840 123500 6420 210
## 2746 1456 58 15 62.84341 91500 7585 0
## 2747 1298 21 30 138.67488 180000 11200 1258
## 2749 1911 13 40 112.50654 215000 9554 380
## 2750 1440 13 48 155.90278 224500 9069 261
## 2759 1734 1 35 149.94233 260000 11645 1300
## 2762 1614 1 35 139.40520 225000 9316 56
## 2763 1596 1 35 113.40852 181000 9316 0
## 2765 1582 42 25 120.10114 190000 36500 812
## 2766 988 37 30 182.18623 180000 21453 938
## 2767 1533 31 35 182.64840 280000 70761 655
## 2769 914 10 25 161.92560 148000 8846 298
## 2770 1100 10 30 131.81818 145000 13015 0
## 2771 1499 11 30 124.74983 187000 12438 0
## 2772 1425 8 35 135.43860 193000 8685 846
## 2773 990 11 25 157.57576 156000 13568 716
## 2774 1525 6 35 154.09836 235000 9100 1400
## 2775 1494 9 30 145.24766 217000 9236 1200
## 2776 1588 7 35 134.76071 214000 10264 1162
## 2777 1749 7 35 112.06404 196000 9272 500
## 2778 1779 7 35 121.97864 217000 13426 894
## 2779 1861 4 35 107.46910 200000 13450 700
## 2780 1776 4 35 108.38964 192500 14006 0
## 2781 1541 5 35 133.03050 205000 13704 0
## 2782 954 30 25 138.88889 132500 10780 483
## 2783 1388 29 36 113.47262 157500 8340 509
## 2784 1282 28 36 135.72543 174000 10385 595
## 2785 971 37 30 132.33780 128500 9920 523
## 2786 864 34 35 148.72685 128500 9560 360
## 2788 864 34 40 138.77315 119900 7200 437
## 2789 1320 13 30 103.78788 137000 3612 338
## 2790 1989 4 40 128.20513 255000 11367 932
## 2791 1762 4 35 125.99319 222000 9930 456
## 2792 1755 7 30 121.93732 214000 9468 639
## 2793 1358 4 40 162.00295 220000 11088 872
## 2794 1787 5 40 153.88920 275000 14781 0
## 2795 1909 4 35 103.19539 197000 8726 0
## 2796 1654 4 35 139.05683 230000 8125 986
## 2797 2214 7 40 121.27371 268500 10566 920
## 2798 2049 10 35 102.92826 210900 21533 0
## 2799 1939 8 35 117.07065 227000 11250 796
## 2800 1995 11 35 118.79699 237000 11250 685
## 2801 2097 8 42 130.80591 274300 9750 975
## 2802 1836 2 35 118.10294 216837 9100 24
## 2803 848 3 30 156.83962 133000 4435 717
## 2804 848 2 30 183.84434 155900 4435 662
## 2806 1390 3 35 148.92086 207000 8810 1000
## 2807 1948 2 35 100.10267 195000 12393 0
## 2808 1700 3 30 117.64706 200000 9135 340
## 2810 1611 1 35 121.53942 195800 8400 0
## 2812 1720 2 35 114.24419 196500 11645 0
## 2818 1466 47 20 102.25102 149900 17755 176
## 2819 1220 55 20 83.60656 102000 8877 836
## 2820 1012 31 30 125.98814 127500 7840 976
## 2821 980 31 30 130.10204 127500 9400 945
## 2823 1724 3 35 113.97912 196500 7162 0
## 2824 914 4 30 128.28228 117250 8050 475
## 2825 2314 3 35 98.96283 229000 11060 0
## 2826 1072 1 25 135.26119 145000 3675 547
## 2834 936 58 28 104.59402 97900 6956 0
## 2835 1338 91 18 68.75934 92000 7822 0
## 2837 1184 96 15 68.41216 81000 8410 0
## 2838 1221 82 35 85.91319 104900 9738 392
## 2839 864 51 35 133.10185 115000 8172 167
## 2841 1250 88 35 92.80000 116000 8248 0
## 2843 1749 94 20 67.75300 118500 6204 0
## 2846 1928 90 40 82.98755 160000 7082 0
## 2847 1595 66 30 87.77429 140000 8400 388
## 2848 1551 68 25 88.33011 137000 10890 930
## 2850 1479 80 56 108.18120 160000 7000 424
## 2851 1784 92 25 77.85146 138887 13132 0
## 2852 1510 86 48 98.67550 149000 4899 305
## 2853 1008 80 25 101.19048 102000 6000 0
## 2855 1802 86 42 111.04329 200100 7588 352
## 2856 1465 67 25 89.41980 131000 10164 646
## 2857 1288 65 20 86.95652 112000 6191 384
## 2860 1517 77 56 151.61503 230000 11435 0
## 2861 1717 66 30 112.98777 194000 12400 602
## 2862 1180 84 20 116.52542 137500 11600 0
## 2863 2057 70 49 121.53622 250000 11500 223
## 2864 1671 77 49 130.46080 218000 8170 526
## 2865 2345 74 48 101.91898 239000 16560 503
## 2866 1609 74 49 123.99006 199500 12320 0
## 2867 1801 76 42 116.60189 210000 14210 0
## 2869 1647 29 30 132.05829 217500 12984 1283
## 2870 2315 56 35 111.01512 257000 15600 760
## 2871 1336 53 25 117.51497 157000 15750 841
## 2872 1844 37 30 120.93275 223000 16381 1110
## 2873 976 64 30 104.50820 102000 7288 305
## 2874 1285 80 42 113.15175 145400 7000 374
## 2876 641 81 24 132.60530 85000 7030 0
## 2878 1638 49 30 84.85958 139000 9060 0
## 2885 1646 2 40 182.26002 300000 3842 1564
## 2886 1625 27 36 149.23077 242500 23580 776
## 2887 1664 28 30 87.13942 145000 8385 0
## 2888 1491 5 40 140.17438 209000 9116 0
## 2889 1004 29 30 134.46215 135000 10530 975
## 2890 1210 31 36 122.31405 148000 11080 576
## 2891 1959 18 35 87.28943 171000 11070 0
## 2892 2519 17 35 132.98928 335000 26178 965
## 2893 1295 20 35 177.60618 230000 8239 0
## 2895 1707 25 48 133.56766 228000 16669 0
## 2896 1137 19 36 154.79332 176000 13811 980
## 2897 1339 16 35 134.42868 180000 8049 1053
## 2898 2514 16 35 99.44312 250000 11170 1216
## 2899 1403 6 30 143.97719 202000 8098 1136
## 2900 1800 4 40 173.61111 312500 14331 1274
## 2905 1368 9 35 157.16374 215000 7020 1243
## 2906 1216 8 30 134.86842 164000 4500 897
## 2907 1337 8 30 114.80927 153500 4500 1201
## 2909 1304 29 30 80.13804 104500 2665 0
## 2910 1475 29 30 86.10169 127000 2665 548
## 2912 874 38 35 144.73684 126500 10172 441
## 2913 1652 36 25 88.68039 146500 11836 149
## 2914 630 36 24 115.87302 73000 1470 522
## 2915 1092 34 16 72.71062 79400 1484 252
## 2916 1360 37 25 102.94118 140000 13384 119
## 2919 1092 36 20 72.80220 79500 1526 0
## 2920 1092 36 28 82.87546 90500 1936 0
## 2922 1728 30 30 87.32639 150900 12640 936
## 2923 1728 30 25 108.79630 188000 9297 1606
## 2924 1126 29 25 142.09591 160000 17400 936
## 2926 1003 22 36 142.07378 142500 7937 819
## 2927 902 23 25 145.23282 131000 8885 301
## 2928 970 14 25 136.08247 132000 10441 337
## 2929 1389 32 25 122.39021 170000 10010 1071
## 2930 2000 13 35 94.00000 188000 9627 758
## Neighborhood HouseStyle LotShape OverallQual logSalePrice TotalBsmtSF
## 1 NAmes 1Story IR1 6 12.27839 1080
## 2 NAmes 1Story Reg 5 11.56172 882
## 3 NAmes 1Story IR1 6 12.05525 1329
## 4 NAmes 1Story Reg 7 12.40492 2110
## 5 Gilbert 2Story IR1 5 12.15425 928
## 6 Gilbert 2Story IR1 6 12.18332 926
## 7 StoneBr 1Story Reg 8 12.27139 1338
## 8 StoneBr 1Story IR1 8 12.16264 1280
## 9 StoneBr 1Story IR1 8 12.37370 1595
## 10 Gilbert 2Story Reg 7 12.14950 994
## 11 Gilbert 2Story IR1 6 12.07767 763
## 12 Gilbert 1Story IR1 6 12.12811 1168
## 13 Gilbert 2Story IR1 6 12.10293 789
## 14 Gilbert 1Story Reg 7 12.05234 1300
## 15 StoneBr 1Story IR1 8 12.26434 1488
## 17 Gilbert 1.5Fin IR1 8 12.00762 559
## 19 Gilbert 1Story Reg 4 11.85652 864
## 21 NWAmes 1Story IR1 6 12.15478 1844
## 22 NWAmes SFoyer Reg 7 12.04355 1053
## 23 Somerst 2Story Reg 7 12.28303 814
## 24 NAmes 1Story IR1 6 11.91170 1004
## 25 NAmes 1Story IR1 5 11.91772 1078
## 26 NAmes 1Story Reg 5 11.86358 1056
## 27 NAmes 1Story Reg 4 11.74404 882
## 28 NAmes 1Story Reg 4 11.65269 864
## 29 NAmes 1Story IR1 7 12.12269 1405
## 30 BrDale 2Story Reg 6 11.47210 483
## 31 BrDale 2Story Reg 5 11.56647 525
## 32 BrDale 2Story Reg 6 11.38509 525
## 33 NPkVill 1Story Reg 6 11.75587 1069
## 34 NPkVill 2Story Reg 6 11.91772 855
## 35 NPkVill 1Story Reg 7 11.69525 836
## 36 NPkVill 2Story Reg 6 11.89136 855
## 38 NridgHt 1Story Reg 8 12.63134 1704
## 42 NridgHt 1Story Reg 9 12.52453 1698
## 43 NridgHt 1Story IR1 8 12.46458 1822
## 44 NridgHt 1Story IR1 7 12.27373 1517
## 47 NridgHt 1Story Reg 9 13.12236 2846
## 48 NridgHt 2Story Reg 8 12.67608 1671
## 49 NridgHt 1Story Reg 9 12.67576 1752
## 50 NridgHt 1Story IR1 8 12.23077 1370
## 51 NridgHt 2Story Reg 7 12.07539 764
## 52 Gilbert 1Story IR1 6 12.20357 1324
## 53 Blmngtn 1Story Reg 7 11.98293 1145
## 54 Blmngtn 1Story Reg 8 12.16525 1256
## 55 Gilbert SLvl IR1 7 12.12540 384
## 56 Gilbert 2Story Reg 6 12.28535 860
## 57 Gilbert 2Story IR1 7 12.12859 847
## 58 Gilbert SLvl IR1 7 12.10071 384
## 59 Gilbert 2Story IR1 7 12.31268 884
## 60 NoRidge 2Story IR1 9 12.71640 1393
## 61 NoRidge 2Story IR2 8 12.77987 1629
## 62 NoRidge 1Story IR1 7 12.46997 1720
## 63 NoRidge 2Story IR1 8 12.69158 1463
## 64 NoRidge 2Story IR1 8 12.57764 1152
## 65 NoRidge 2Story IR2 7 12.30592 1195
## 66 NoRidge 1.5Fin IR1 8 12.92391 2033
## 67 Somerst 1Story Reg 8 12.30818 1595
## 69 Somerst 2Story Reg 7 12.27932 756
## 70 Somerst 1Story Reg 8 12.47801 1566
## 71 Somerst 2Story Reg 7 12.44863 991
## 72 Somerst 1Story Reg 6 12.51172 1468
## 73 SawyerW 2Story IR1 7 12.35879 956
## 74 SawyerW 2Story Reg 7 12.10625 831
## 75 SawyerW 2Story IR1 7 12.23077 948
## 76 SawyerW 1Story Reg 6 11.87060 923
## 77 SawyerW 2Story Reg 6 12.14950 1055
## 78 SawyerW 1Story Reg 6 11.50791 918
## 79 SawyerW 1Story Reg 6 11.73607 744
## 80 SawyerW 2Story IR1 7 12.17819 996
## 81 SawyerW 1Story Reg 6 11.93164 1040
## 82 SawyerW 2Story Reg 6 12.04942 650
## 83 SawyerW 1Story Reg 5 11.11988 816
## 84 Sawyer 1.5Fin Reg 6 11.62625 0
## 86 Sawyer 1Story Reg 5 11.83863 894
## 87 Sawyer 1Story IR1 5 11.71178 882
## 88 Sawyer 1Story Reg 5 11.79810 1040
## 89 Sawyer 1Story IR1 5 11.75194 1040
## 91 NoRidge 2Story IR1 7 12.15478 750
## 92 NoRidge 2Story IR1 8 12.80078 1231
## 93 NoRidge 2Story Reg 8 12.56024 1390
## 94 Somerst 1Story IR1 7 12.46844 1488
## 95 Somerst 2Story Reg 7 12.15478 840
## 96 Somerst 2Story Reg 7 11.95118 600
## 97 Somerst 2Story Reg 7 11.92504 600
## 98 Somerst 2Story Reg 7 11.91505 600
## 99 Somerst 2Story Reg 6 11.93164 600
## 101 Somerst 2Story Reg 6 12.08673 756
## 102 Somerst 2Story Reg 6 12.08391 756
## 103 Somerst 2Story Reg 7 11.95118 696
## 104 Somerst 2Story IR1 7 11.89894 530
## 106 Somerst 2Story IR1 8 12.44509 975
## 107 Greens 1Story IR1 8 11.95118 728
## 108 Greens 1Story IR1 8 12.23563 1226
## 109 Sawyer 2Story IR1 6 11.77913 725
## 110 Somerst 1Story Reg 7 12.34583 1492
## 111 NWAmes 1Story IR1 6 12.29454 1829
## 112 NWAmes 2Story Reg 6 12.40287 1280
## 113 NWAmes 1Story IR1 6 12.23077 1610
## 114 NWAmes 1.5Fin IR1 6 12.26670 1224
## 115 NWAmes 2Story Reg 7 12.18842 980
## 116 NWAmes 1Story Reg 6 12.19349 1161
## 117 NWAmes 2Story Reg 6 12.04942 715
## 118 NAmes 1Story Reg 5 11.86534 1232
## 119 NWAmes 1Story Reg 6 11.87060 1328
## 120 NAmes 1Story IR1 4 11.76718 950
## 121 NAmes 1Story Reg 5 11.97666 1209
## 122 NAmes 1Story Reg 5 12.09458 1510
## 123 NAmes SLvl IR1 6 11.82261 533
## 124 NAmes SLvl IR1 5 12.10349 1152
## 127 NAmes 1Story Reg 5 11.86446 1078
## 129 NAmes 1.5Fin Reg 6 12.05815 782
## 130 BrkSide 1Story IR1 5 11.66565 858
## 132 NAmes 1Story Reg 5 11.75979 1056
## 133 NAmes SLvl Reg 6 11.93819 1156
## 134 NAmes 1Story Reg 5 11.79056 1268
## 135 NAmes SFoyer IR1 6 12.08954 1080
## 136 NAmes 2Story Reg 5 11.94665 1105
## 139 NAmes 1Story Reg 5 11.81303 1604
## 140 NAmes 1Story Reg 7 12.27373 1480
## 141 NAmes 1Story IR1 5 11.82041 1143
## 142 NAmes 1Story IR1 5 12.01673 1398
## 143 NAmes 1Story Reg 5 11.88449 1314
## 144 NAmes 1Story Reg 6 11.90497 1194
## 146 NAmes 1Story Reg 5 12.02874 1268
## 147 NAmes 1Story IR1 5 11.59486 1206
## 148 NAmes 1Story Reg 6 11.97980 1244
## 149 NAmes 1.5Fin Reg 4 11.58989 832
## 150 NAmes 1Story Reg 5 11.81303 864
## 151 NAmes 1Story Reg 5 11.71587 972
## 154 NAmes 1Story Reg 4 11.56172 576
## 156 NAmes 1Story Reg 5 11.88380 1086
## 157 NAmes 1Story Reg 5 11.76757 936
## 159 OldTown SFoyer Reg 6 11.87757 1056
## 160 NAmes 1Story IR1 5 11.99535 1063
## 161 NAmes SLvl Reg 7 12.39669 710
## 162 NAmes 1.5Fin Reg 6 11.79056 816
## 163 NAmes 1Story Reg 5 11.94471 1246
## 164 NAmes 1.5Fin Reg 5 12.01974 910
## 165 NAmes 1Story Reg 5 11.81155 900
## 166 NAmes 1Story IR1 6 11.98293 1116
## 167 NAmes 1Story IR1 5 11.90497 1175
## 169 NAmes 2Story Reg 6 11.95118 756
## 172 OldTown 1Story Reg 5 11.60368 936
## 173 OldTown 1Story Reg 5 11.65269 1008
## 174 OldTown 1Story Reg 5 11.87060 1347
## 175 OldTown 2Story Reg 3 11.58432 840
## 176 OldTown 1Story Reg 4 11.28978 747
## 178 OldTown 1.5Fin Reg 5 11.77529 926
## 179 OldTown 1.5Fin Reg 6 11.68688 827
## 180 OldTown 1.5Fin Reg 5 11.76757 1027
## 181 OldTown 1.5Fin Reg 5 11.51293 1008
## 183 OldTown 1Story Reg 6 11.57025 624
## 185 OldTown 1.5Fin Reg 5 11.84223 686
## 186 OldTown 2Story Reg 8 12.38839 346
## 188 OldTown 1Story Reg 6 11.91639 912
## 189 OldTown 2Story Reg 4 11.74006 622
## 190 OldTown 2Story Reg 4 11.71587 777
## 192 BrkSide 1.5Fin Reg 5 11.76368 988
## 193 BrkSide 2.5Unf IR1 7 12.25248 1108
## 194 BrkSide 1Story Reg 4 11.37366 765
## 196 BrkSide 1.5Fin Reg 6 11.75979 572
## 198 BrkSide 1.5Fin Reg 6 11.84868 780
## 199 BrkSide 1.5Fin Reg 5 11.72723 528
## 200 BrkSide 1.5Fin Reg 5 11.83790 928
## 201 OldTown 1Story Reg 6 11.60368 1124
## 202 OldTown 2Story IR1 7 11.84940 576
## 203 OldTown 1.5Fin Reg 4 11.91505 888
## 204 OldTown 2Story Reg 6 11.98230 780
## 205 OldTown 2Story Reg 6 11.71178 662
## 206 IDOTRR 1Story IR2 5 11.60824 816
## 208 OldTown 2Story Reg 5 11.84940 360
## 209 ClearCr 2Story Reg 7 12.40656 1032
## 210 ClearCr 1Story IR1 5 12.06105 1422
## 212 SWISU 1.5Fin Reg 5 11.51293 1212
## 213 SWISU 1.5Fin IR1 6 11.46163 600
## 215 SWISU 1.5Fin Reg 5 11.65182 856
## 216 Sawyer 1.5Fin Reg 5 11.45105 780
## 217 Sawyer 1Story Reg 4 11.82041 1832
## 218 Sawyer 1Story Reg 4 11.82408 1768
## 219 Sawyer 1Story Reg 5 11.78676 1039
## 221 Sawyer 1Story Reg 5 11.73607 912
## 222 Sawyer 1Story IR1 5 11.94471 1060
## 223 Sawyer 1Story Reg 5 11.83428 864
## 224 Sawyer 2Story Reg 6 11.97035 663
## 225 Sawyer 1Story Reg 5 11.82956 864
## 226 Sawyer SFoyer IR1 5 11.98449 1319
## 227 Sawyer 2Story Reg 5 12.00151 720
## 229 ClearCr 2Story Reg 7 12.70077 1306
## 230 ClearCr 1Story IR1 7 12.50618 1420
## 231 Sawyer 1Story Reg 4 11.35041 660
## 233 ClearCr 1Story Reg 7 12.46844 1332
## 234 ClearCr 2Story IR1 6 12.34583 1117
## 235 Edwards 1.5Fin Reg 3 11.72804 972
## 237 Edwards 1Story Reg 6 11.88103 663
## 238 Edwards 1Story Reg 5 11.76757 1144
## 239 Edwards 1.5Fin Reg 4 11.75194 756
## 240 Edwards 1Story Reg 5 11.75979 1172
## 241 Edwards 1Story Reg 6 12.13350 1212
## 243 Edwards 1Story IR1 5 11.64395 1250
## 245 SawyerW 2Story Reg 6 12.08954 741
## 246 SawyerW 1Story Reg 7 12.50618 1433
## 247 SawyerW 2Story IR1 6 12.29225 946
## 248 SawyerW 2Story Reg 7 12.37159 1050
## 249 SawyerW SFoyer Reg 6 11.89819 936
## 250 CollgCr 1Story IR1 8 12.41044 1694
## 251 CollgCr 1Story Reg 7 12.23563 1187
## 252 CollgCr 1Story IR1 7 12.20056 1226
## 253 CollgCr 1Story Reg 7 12.13886 1222
## 254 SawyerW 2Story Reg 7 12.67608 1673
## 255 SawyerW 1.5Fin IR1 6 11.83863 676
## 256 ClearCr SLvl Reg 6 11.95118 1010
## 257 CollgCr SFoyer Reg 5 11.97666 870
## 258 CollgCr 2Story IR1 7 12.16003 878
## 259 CollgCr 2Story Reg 6 12.20857 804
## 260 CollgCr 1Story IR1 5 11.91839 1026
## 261 CollgCr 2Story IR1 6 11.99381 689
## 262 CollgCr 1Story Reg 5 11.76135 894
## 263 CollgCr 1Story Reg 5 11.75194 876
## 264 CollgCr 1Story Reg 8 12.66981 1978
## 265 CollgCr 1Story Reg 8 12.51356 1581
## 266 CollgCr 2Story IR1 7 12.37582 941
## 267 CollgCr 2Story Reg 7 12.38839 1040
## 268 CollgCr 1Story IR2 7 12.32341 1649
## 269 CollgCr 1Story Reg 6 11.87583 848
## 270 CollgCr 1Story Reg 6 11.87060 848
## 271 CollgCr 1Story IR2 8 12.35449 1657
## 272 CollgCr 1Story Reg 7 12.26905 1473
## 273 CollgCr 1Story Reg 7 12.13081 1414
## 276 Edwards 1Story Reg 5 11.51293 0
## 277 Edwards 1Story IR1 5 11.87757 1196
## 279 Edwards SLvl Reg 6 11.73767 1008
## 281 Edwards 1Story Reg 4 11.40756 960
## 282 Edwards 1Story Reg 4 11.84940 1121
## 283 Edwards 1.5Fin Reg 6 11.63514 735
## 284 Edwards 1.5Fin Reg 4 11.28978 672
## 286 SWISU 1Story Reg 5 11.55215 1107
## 287 SWISU 2Story Reg 6 11.75979 806
## 288 Edwards 1Story Reg 3 10.97678 864
## 289 SWISU 1.5Fin Reg 5 11.75194 1026
## 290 SWISU 1Story Reg 6 11.74404 856
## 292 SWISU 1.5Fin Reg 5 11.51293 894
## 294 Crawfor 1.5Fin IR1 7 12.45877 1528
## 295 Crawfor 2Story Reg 5 12.27839 1032
## 296 Crawfor 2Story Reg 7 12.49313 1152
## 297 Crawfor 1Story Reg 7 12.72189 1902
## 298 Crawfor SLvl IR1 7 12.22163 423
## 299 Blueste 1Story IR1 8 12.12811 982
## 300 Blueste 1Story IR1 8 11.99843 1191
## 301 Crawfor 1Story IR1 7 12.57418 1501
## 302 IDOTRR 1.5Fin Reg 4 11.74006 796
## 304 IDOTRR 1.5Fin Reg 6 11.60824 629
## 309 Crawfor 1Story IR1 8 12.41309 1594
## 310 Mitchel 2Story Reg 8 12.44863 1049
## 311 Mitchel SLvl Reg 6 12.15478 1243
## 312 Mitchel 1Story IR1 7 12.21106 1560
## 313 Mitchel SLvl IR1 6 12.04297 1012
## 314 Mitchel 1Story IR1 6 12.04355 1958
## 316 Timber 1Story IR1 7 12.30138 1336
## 318 Timber 2Story Reg 5 12.06681 384
## 320 Timber 2Story Reg 7 12.27793 817
## 321 Timber 2Story Reg 8 12.22047 967
## 322 Timber 1Story IR1 9 12.84397 2002
## 323 Mitchel 1Story Reg 5 12.03765 1068
## 324 Mitchel 1Story Reg 5 12.06393 1430
## 325 Mitchel 2Story Reg 6 11.84223 912
## 326 Mitchel 1Story Reg 5 12.02275 1344
## 327 MeadowV 2Story Reg 4 11.33260 546
## 328 MeadowV 1Story Reg 5 11.69107 945
## 329 MeadowV 2Story Reg 5 11.35041 536
## 330 MeadowV 2Story Reg 4 11.23849 546
## 331 MeadowV SFoyer Reg 4 11.23189 630
## 332 MeadowV 2Story Reg 4 11.38793 546
## 333 MeadowV 2Story Reg 4 11.35627 546
## 334 Mitchel 1Story Reg 5 11.77529 864
## 335 Mitchel 1Story IR1 5 11.96972 1188
## 336 Mitchel 1Story Reg 5 11.91772 833
## 337 Mitchel 2Story Reg 5 11.97666 1216
## 338 Mitchel 2Story Reg 5 11.82041 624
## 339 Mitchel 1.5Fin IR1 5 11.98916 864
## 340 Mitchel 1Story Reg 8 12.56024 1679
## 341 Mitchel 2Story Reg 6 12.35017 1152
## 342 NAmes 1Story IR1 6 11.73206 882
## 343 NAmes 1Story Reg 6 11.96400 1434
## 344 NAmes SLvl Reg 8 12.75130 1952
## 345 Gilbert 2Story IR1 6 12.15214 945
## 346 Gilbert 2Story IR1 8 12.50618 1008
## 347 Gilbert SLvl Reg 7 12.14950 384
## 348 Gilbert 1Story IR1 9 12.84133 1746
## 349 Gilbert SLvl IR1 7 12.03469 384
## 350 StoneBr 1Story IR1 8 12.83468 2208
## 351 StoneBr 1Story IR1 8 12.53538 1501
## 352 StoneBr 1Story IR1 8 12.38839 1418
## 353 StoneBr 1Story IR1 8 12.38631 1587
## 354 Gilbert SLvl IR1 7 12.08673 384
## 355 Gilbert 2Story IR1 7 12.12811 832
## 356 Gilbert 2Story Reg 6 12.16003 952
## 357 Gilbert 2Story IR1 6 12.08954 799
## 358 Gilbert 2Story IR2 6 12.12811 680
## 359 Gilbert 2Story IR1 6 12.10800 707
## 360 Gilbert 1Story Reg 6 12.01974 1181
## 361 Gilbert 2Story IR1 6 12.08954 808
## 362 Gilbert 2Story Reg 6 12.06681 702
## 363 Gilbert 1Story IR1 6 12.06105 1158
## 364 Gilbert 2Story IR1 7 12.32386 978
## 365 Gilbert 1Story Reg 7 12.10349 1424
## 369 StoneBr 1Story IR1 7 12.46844 1530
## 370 Gilbert 2Story Reg 5 12.12811 1122
## 371 NWAmes 2Story IR1 7 12.46844 845
## 372 NWAmes 1Story IR1 6 12.10625 1362
## 373 NWAmes 1Story Reg 7 11.32055 1386
## 374 NWAmes 1Story IR1 6 12.27839 1602
## 376 NWAmes 1Story Reg 6 12.20607 1427
## 377 NWAmes 2Story IR1 7 12.42521 1043
## 378 NWAmes SLvl Reg 7 12.14153 1372
## 379 NWAmes 1Story Reg 6 12.12269 1140
## 380 NWAmes 1Story Reg 8 12.53538 2524
## 382 NWAmes 1Story Reg 7 11.93164 1090
## 383 NWAmes 2Story IR1 5 12.19349 780
## 384 Somerst 2Story Reg 7 12.39214 926
## 386 Somerst 2Story Reg 8 12.30138 1058
## 387 Somerst 2Story Reg 8 12.36734 972
## 388 NWAmes 1Story IR1 5 12.26905 1621
## 389 NWAmes 1Story Reg 6 12.03112 1116
## 390 NWAmes 1Story IR1 7 11.97035 1176
## 391 NWAmes 1Story Reg 6 12.01370 1064
## 393 NAmes 2Story Reg 5 11.82041 896
## 394 NAmes 1Story IR1 5 11.90834 1002
## 395 NAmes 1Story Reg 6 11.95761 1026
## 396 NAmes 1Story IR1 5 11.75979 1180
## 397 NAmes 1Story IR1 5 11.87060 1043
## 399 NAmes 1Story Reg 4 11.69941 864
## 400 NAmes 1Story Reg 4 11.73206 864
## 402 NAmes 1Story Reg 4 11.77529 864
## 403 BrDale 2Story Reg 6 11.61729 483
## 406 BrDale 2Story Reg 6 11.48247 483
## 407 BrDale 2Story Reg 6 11.67844 483
## 408 BrDale 2Story Reg 5 11.69107 630
## 409 NPkVill 1Story IR1 6 11.87583 958
## 410 NPkVill 2Story Reg 6 11.89136 804
## 411 NPkVill 2Story Reg 6 11.90834 855
## 412 NPkVill 1Story Reg 7 11.71994 1057
## 413 NPkVill 2Story Reg 6 11.89819 855
## 414 NPkVill 2Story Reg 6 11.83428 855
## 415 NPkVill 2Story Reg 6 11.89819 804
## 416 NPkVill 2Story Reg 6 11.90834 855
## 417 NPkVill 2Story Reg 6 11.83501 855
## 418 NPkVill 1Story Reg 7 11.76368 836
## 419 NAmes 1Story Reg 5 11.51293 892
## 420 NAmes 1Story Reg 5 11.91036 864
## 421 NridgHt 1Story Reg 10 12.72932 1700
## 422 NridgHt 2Story Reg 9 13.04332 1776
## 424 NridgHt 1Story Reg 10 13.22672 3094
## 425 NridgHt 1Story IR1 9 12.69158 1652
## 426 NridgHt 1Story Reg 8 12.45410 1566
## 429 NridgHt 2Story IR1 9 12.72189 1104
## 430 NridgHt 1Story Reg 9 12.90917 2020
## 432 NridgHt 2Story IR1 10 13.02133 1722
## 433 NridgHt 1Story Reg 10 13.32121 2630
## 435 NridgHt 1Story Reg 9 12.79386 1736
## 436 NridgHt 1Story IR1 8 12.59811 1782
## 437 NridgHt 2Story IR3 8 12.92367 1508
## 438 NridgHt 1Story IR1 8 12.45098 1709
## 439 NridgHt 1Story IR1 9 12.72189 1739
## 440 NridgHt 1Story Reg 8 12.52416 1713
## 441 NridgHt 1Story IR1 9 12.61154 1504
## 442 NridgHt 1Story IR1 9 12.68850 1774
## 443 NridgHt 2Story Reg 9 12.76569 1462
## 444 NridgHt 1Story IR1 8 12.54254 1836
## 445 NridgHt 1Story IR1 8 12.55673 3206
## 446 NridgHt 1Story IR1 7 12.50432 1760
## 448 NridgHt 1Story Reg 10 12.86424 2392
## 449 NridgHt 1Story IR1 9 13.00583 2452
## 450 NridgHt 2Story IR1 8 12.57764 1082
## 451 NridgHt 1Story IR1 8 12.45254 1598
## 452 NridgHt 1Story IR1 6 12.26905 1358
## 453 NridgHt 1Story IR1 6 12.18587 1306
## 454 NridgHt 1Story IR1 6 12.12540 1306
## 455 NridgHt 1Story IR1 7 12.26670 1350
## 456 NridgHt 1Story IR1 7 12.34583 1314
## 458 NridgHt 1Story IR1 8 12.85448 2200
## 460 NridgHt 1Story Reg 9 12.42320 1451
## 461 NridgHt 1Story Reg 8 12.56549 1712
## 462 NridgHt 1Story Reg 8 12.44509 1324
## 463 NridgHt 1Story Reg 7 12.06105 1405
## 464 NridgHt 2Story Reg 7 12.06105 764
## 465 Gilbert 2Story Reg 7 12.12269 728
## 466 Gilbert 2Story IR1 6 12.03053 745
## 467 Gilbert 2Story IR2 6 12.06681 742
## 468 Gilbert 2Story IR2 6 12.06681 684
## 469 Blmngtn 1Story Reg 7 12.06681 1373
## 470 Blmngtn 1Story Reg 7 12.07767 1386
## 471 Blmngtn 1Story Reg 7 12.16785 1373
## 472 Blmngtn 1Story Reg 7 12.10625 1346
## 473 Blmngtn 1Story Reg 7 12.10071 1220
## 474 Blmngtn 1Story Reg 7 11.98418 1145
## 475 Gilbert 2Story IR1 7 12.14685 716
## 476 Gilbert 2Story IR1 6 12.20607 1010
## 477 Gilbert SLvl IR1 7 12.04355 384
## 478 Gilbert 2Story IR1 7 12.15214 868
## 479 Gilbert SLvl Reg 8 12.12323 408
## 480 Gilbert 2Story IR1 7 12.18332 846
## 481 Gilbert 2Story IR1 7 12.16525 782
## 482 Gilbert 2Story IR1 7 12.08954 698
## 483 NridgHt 1Story Reg 7 12.24289 1314
## 484 Gilbert 2Story IR1 7 12.37159 952
## 485 Gilbert 2Story IR1 8 12.45877 870
## 486 Gilbert 2Story IR1 6 12.40492 992
## 487 Gilbert SLvl IR1 7 12.02575 384
## 488 Gilbert 2Story IR1 6 12.09514 982
## 489 Gilbert 2Story IR1 6 12.15478 794
## 490 Gilbert SLvl Reg 7 11.95761 384
## 491 Gilbert 2Story IR2 7 12.40901 1177
## 492 Gilbert 2Story IR3 6 12.10625 841
## 493 Gilbert 2Story IR1 7 12.27373 992
## 494 Gilbert SLvl IR1 7 12.03172 384
## 495 NoRidge 2Story Reg 8 12.72784 1252
## 496 NoRidge 2Story IR1 8 12.90669 1462
## 497 NoRidge 2Story Reg 8 12.69772 1455
## 498 NoRidge 2Story IR1 8 12.73670 1284
## 499 NoRidge 2Story IR1 8 12.72487 1225
## 500 NoRidge 2Story IR1 7 12.48749 1264
## 501 NoRidge 1Story IR1 8 12.66033 2024
## 502 NoRidge 2Story Reg 7 12.46844 1347
## 503 NoRidge 2Story Reg 7 12.46844 1070
## 504 NoRidge 2Story IR1 8 12.48200 1173
## 505 NoRidge 2Story IR2 8 12.90421 1629
## 506 NoRidge 2Story IR2 7 12.42118 973
## 508 Somerst 1Story IR1 8 12.52453 1696
## 509 Somerst 1Story Reg 8 12.45877 1614
## 511 Somerst 1Story Reg 8 12.52634 1702
## 512 Somerst 1Story IR1 8 12.40901 1422
## 513 Somerst 2Story Reg 7 12.44114 1113
## 514 Somerst 1Story Reg 9 13.05622 2458
## 516 Somerst 2Story Reg 8 12.25486 768
## 520 Somerst 1Story Reg 7 12.34496 1402
## 521 Somerst 1Story IR1 9 12.42922 1530
## 523 Somerst 1Story Reg 8 12.38212 1372
## 524 Somerst 2Story Reg 10 12.64433 1017
## 525 Somerst 2Story Reg 8 12.50618 900
## 526 Somerst 2Story Reg 8 12.43718 1082
## 527 Somerst 2Story Reg 7 12.39255 1092
## 529 Somerst 1Story Reg 7 12.58108 1652
## 530 Somerst 2Story Reg 7 12.47991 912
## 531 Somerst 1Story Reg 7 12.12811 1221
## 532 Somerst 1Story IR1 7 12.36521 1553
## 533 Somerst 2Story IR1 7 12.25009 812
## 534 SawyerW 1Story Reg 7 11.97666 1218
## 535 SawyerW 1Story Reg 7 11.93164 1141
## 536 SawyerW 1Story Reg 6 11.87409 1158
## 537 SawyerW 2Story IR1 7 12.17045 835
## 538 SawyerW 1Story IR1 8 12.22096 1512
## 539 SawyerW 1Story Reg 7 12.12757 1176
## 540 SawyerW 1Story Reg 7 11.97666 1114
## 541 SawyerW 1Story Reg 5 11.86358 1114
## 542 SawyerW 1Story Reg 5 11.93819 1114
## 544 SawyerW 2Story IR1 7 12.30138 913
## 546 SawyerW 1Story IR1 7 12.14950 1454
## 547 SawyerW 2Story Reg 6 12.05234 816
## 548 SawyerW 2Story Reg 6 11.69525 626
## 549 SawyerW 1Story Reg 6 11.88449 1332
## 550 SawyerW 2Story Reg 7 12.12269 754
## 551 SawyerW 2Story IR1 6 11.99535 676
## 552 SawyerW 2Story Reg 6 11.98293 0
## 553 SawyerW 1Story Reg 4 11.31447 721
## 554 SawyerW 1.5Unf Reg 6 11.23849 784
## 555 Sawyer 1Story IR1 5 11.60824 980
## 556 Sawyer 1Story Reg 5 11.81303 980
## 557 Sawyer 1Story IR1 5 11.85652 864
## 558 Sawyer 1Story IR1 5 11.71178 864
## 559 Sawyer 1Story IR1 5 11.72884 1024
## 560 Sawyer 1Story IR1 5 11.76757 912
## 561 Sawyer 1Story Reg 5 11.78600 864
## 562 Sawyer 1Story IR1 5 11.04105 864
## 563 Sawyer 1Story Reg 5 11.71994 912
## 565 NoRidge 2Story Reg 7 12.36734 975
## 570 Somerst 1Story IR1 6 12.18075 1145
## 571 Somerst 2Story Reg 6 12.05815 729
## 572 Somerst 2Story Reg 6 12.10071 756
## 573 Somerst 2Story Reg 7 11.95761 691
## 575 Veenker 1Story IR1 8 12.67216 1694
## 576 Greens 1Story IR1 8 12.26198 1226
## 577 Veenker 1Story Reg 7 12.39504 1740
## 580 NWAmes 2Story Reg 6 11.94471 727
## 581 NWAmes 1Story IR1 6 12.12811 1442
## 582 NWAmes 1Story IR1 6 12.13216 1489
## 583 NWAmes 2Story IR1 7 12.20607 1107
## 584 NWAmes 2Story IR1 7 12.23563 752
## 585 NWAmes 2Story IR1 6 11.99535 723
## 586 NWAmes 2Story Reg 6 12.45644 932
## 587 NWAmes SLvl IR1 6 12.19552 1680
## 588 NWAmes 1Story Reg 5 12.00151 1288
## 590 NWAmes 2Story IR1 7 12.34583 908
## 591 NWAmes 1Story Reg 6 12.03112 1350
## 593 NWAmes 2Story Reg 8 12.33271 810
## 594 NAmes 1Story Reg 5 11.77529 864
## 595 NAmes 1Story Reg 5 11.87060 1568
## 596 NAmes 1Story Reg 5 11.67419 925
## 598 NWAmes SFoyer Reg 6 12.05815 1232
## 599 NWAmes 1Story Reg 6 11.99226 1372
## 600 NAmes 1Story Reg 4 11.86005 894
## 601 NAmes 1Story Reg 5 11.67844 864
## 602 NAmes 1Story Reg 6 11.75587 864
## 603 NAmes 1Story IR1 4 11.84940 1040
## 606 NAmes 1Story Reg 6 12.02575 1516
## 607 NAmes 1Story Reg 5 11.93819 1313
## 609 NAmes 1Story IR1 5 11.94471 1154
## 610 NAmes 2Story IR1 5 12.08673 744
## 611 NAmes SLvl IR1 6 11.97035 1127
## 612 NAmes 1Story Reg 5 11.73206 1041
## 613 NAmes SLvl Reg 6 12.06968 1208
## 614 NAmes 1Story Reg 5 11.71178 960
## 615 BrkSide 1Story Reg 4 11.32055 420
## 616 BrkSide 1.5Fin IR1 5 11.60824 709
## 617 NAmes 1Story Reg 6 11.91505 1505
## 618 NAmes 1Story Reg 6 12.07254 1680
## 619 NAmes 1Story Reg 6 12.02575 1416
## 620 NAmes 1Story Reg 5 11.76679 1050
## 622 NAmes 1Story Reg 5 11.89819 1113
## 624 NAmes 1Story IR1 6 12.14153 1453
## 625 NAmes 1Story IR1 6 11.97666 1394
## 626 NAmes 1Story IR1 6 12.45293 1562
## 627 NAmes 2Story Reg 7 12.23077 768
## 628 NAmes 2Story Reg 6 12.17303 896
## 630 NAmes 1.5Fin IR1 4 11.56076 715
## 631 NAmes 1Story Reg 5 11.91839 1169
## 632 NAmes 1Story Reg 6 11.96081 1478
## 633 NAmes 1Story IR1 7 12.07824 1329
## 634 NAmes 1Story IR1 6 11.91505 988
## 636 NAmes 1Story IR1 6 11.95118 1215
## 638 NAmes 1Story Reg 5 11.93819 1382
## 639 NAmes 1Story Reg 4 11.87757 1200
## 640 NAmes SLvl Reg 6 12.07824 1362
## 641 NAmes 1Story Reg 5 11.93819 1297
## 642 NAmes 1Story Reg 5 11.81303 1866
## 643 NAmes 1Story IR1 6 11.78295 1062
## 645 NAmes 1Story Reg 5 11.74404 631
## 646 NAmes 1Story Reg 4 11.65269 1005
## 648 NAmes 1Story Reg 5 11.63514 793
## 649 NAmes 1Story Reg 5 11.88793 1031
## 650 NAmes 1Story Reg 5 11.54151 0
## 652 NAmes 2Story Reg 7 11.93492 699
## 653 NAmes 1Story Reg 5 11.77452 1200
## 654 NAmes 1Story Reg 6 11.79056 972
## 655 OldTown 1Story Reg 3 11.51192 792
## 657 OldTown 2Story Reg 5 11.91170 676
## 658 OldTown 2Story Reg 4 11.64395 405
## 659 OldTown 1Story Reg 5 11.60368 768
## 660 OldTown 1Story Reg 5 11.73607 1054
## 662 OldTown 2Story Reg 7 11.96081 560
## 664 OldTown 1.5Fin Reg 4 11.56172 840
## 665 OldTown 1Story Reg 5 11.57119 720
## 666 OldTown 1Story Reg 3 11.27085 630
## 667 NAmes 2Story Reg 6 12.15478 1248
## 668 NAmes 1Story Reg 6 11.94471 1380
## 670 NAmes 2Story Reg 5 12.20607 1248
## 671 NAmes 1Story Reg 6 11.87409 951
## 672 NAmes 1Story IR1 6 11.81303 1105
## 673 NAmes 1Story IR1 5 11.93819 992
## 674 NAmes 1Story IR1 6 11.96718 1478
## 675 NAmes 1Story IR1 6 11.63956 160
## 676 NAmes 1Story Reg 5 11.79810 832
## 677 NAmes 1Story Reg 3 11.43928 0
## 679 NAmes 1Story Reg 4 11.40756 0
## 681 NAmes 1Story Reg 5 11.75979 1041
## 683 NAmes 1Story Reg 5 11.68604 732
## 684 NAmes SLvl Reg 5 11.83501 528
## 685 NAmes 1Story Reg 5 11.79434 1148
## 686 NAmes 1.5Fin Reg 4 11.80186 832
## 688 NAmes 2Story Reg 6 11.88276 780
## 689 NAmes SFoyer IR1 5 11.88449 941
## 690 NAmes 1Story Reg 6 11.75194 1045
## 691 NAmes 1Story Reg 5 11.60368 894
## 692 OldTown 1.5Fin Reg 6 11.65269 818
## 693 OldTown 2Story Reg 5 11.60824 440
## 694 OldTown 1.5Fin Reg 6 11.76679 901
## 695 OldTown 2Story Reg 6 11.54733 972
## 697 OldTown 1.5Fin Reg 5 11.77529 240
## 698 OldTown 2Story Reg 5 11.76757 504
## 699 OldTown 2Story Reg 5 11.91839 690
## 701 OldTown 2Story Reg 4 11.45688 600
## 702 OldTown 2Story Reg 5 11.73206 960
## 703 OldTown 2Story Reg 7 11.81303 651
## 704 OldTown 1.5Fin Reg 5 11.54248 801
## 706 OldTown 1.5Fin Reg 5 11.77144 768
## 707 OldTown 1.5Fin Reg 5 11.44035 811
## 708 OldTown 1Story Reg 4 11.28978 861
## 711 OldTown 1Story Reg 5 11.42191 190
## 712 OldTown 1Story Reg 5 11.50791 624
## 714 OldTown 2Story Reg 4 11.37939 677
## 715 OldTown 1.5Fin Reg 5 11.60824 720
## 716 OldTown 2.5Unf Reg 5 11.57119 849
## 717 OldTown 2Story IR1 7 12.49117 1240
## 718 OldTown 2Story Reg 6 11.98293 917
## 719 OldTown 2Story Reg 6 11.68688 624
## 720 OldTown 2Story Reg 8 12.03172 916
## 722 OldTown 2Story Reg 7 11.87060 650
## 724 OldTown 1.5Fin Reg 5 11.73527 1088
## 725 OldTown 1.5Fin Reg 6 11.68688 972
## 726 OldTown 2Story Reg 6 11.89478 741
## 729 BrkSide 2Story Reg 5 12.31717 1324
## 730 BrkSide 1Story Reg 6 11.91170 1022
## 731 BrkSide 1.5Fin Reg 7 12.23077 952
## 732 BrkSide 1.5Fin Reg 5 11.82774 297
## 733 BrkSide 1.5Unf Reg 6 11.70355 952
## 734 BrkSide 1.5Fin Reg 4 11.75979 672
## 735 BrkSide 1.5Fin Reg 6 11.81229 698
## 736 BrkSide 1.5Fin Reg 5 11.66993 884
## 737 BrkSide 1.5Fin Reg 6 11.79434 780
## 738 BrkSide 1.5Fin Reg 5 11.44035 468
## 739 BrkSide 1.5Unf Reg 6 11.68688 884
## 741 BrkSide 1.5Fin Reg 5 11.86005 927
## 742 BrkSide 1.5Fin Reg 4 11.79810 884
## 744 BrkSide 1Story Reg 5 11.56172 715
## 746 BrkSide 1.5Fin Reg 5 11.91839 952
## 747 BrkSide 1Story Reg 5 11.74800 1072
## 748 BrkSide 2.5Unf IR1 6 12.27607 844
## 749 BrkSide 2Story IR1 7 12.02874 728
## 750 OldTown 2Story Reg 6 11.95118 1048
## 755 IDOTRR 2Story Reg 6 11.91170 720
## 756 IDOTRR 1.5Fin Reg 4 11.54248 780
## 757 OldTown 2Story IR2 6 11.71994 483
## 758 OldTown 2.5Unf IR3 7 11.48761 1020
## 759 IDOTRR 1.5Fin Reg 6 11.81303 1204
## 761 IDOTRR 2Story Reg 6 11.66135 698
## 762 Sawyer 1Story IR1 4 11.39358 560
## 765 Edwards SFoyer IR1 5 11.98230 1152
## 767 Edwards 2Story Reg 6 11.54829 672
## 768 Edwards 1.5Fin Reg 5 11.05089 585
## 770 Sawyer 1Story Reg 5 11.84223 1121
## 771 Sawyer 2Story Reg 6 12.05815 918
## 773 Sawyer 1Story Reg 5 11.77529 864
## 774 Sawyer SFoyer IR1 6 11.91772 456
## 775 Sawyer SFoyer IR1 5 11.81229 858
## 776 Sawyer SFoyer IR1 5 11.82774 840
## 777 Sawyer 1Story Reg 5 11.84223 1092
## 778 Sawyer SLvl Reg 5 12.01370 552
## 779 Sawyer SLvl Reg 6 11.90497 1138
## 780 ClearCr SLvl Reg 5 12.01370 825
## 784 Edwards 1Story Reg 4 11.81303 1134
## 785 Edwards 1Story IR1 4 11.32055 861
## 786 ClearCr 1Story IR1 5 12.15478 1617
## 789 Edwards 1Story Reg 6 11.75587 1436
## 790 Edwards 1Story Reg 5 11.70767 1073
## 792 Edwards 2Story Reg 6 11.94730 747
## 793 Edwards 1Story Reg 4 11.63514 672
## 794 Edwards 1Story Reg 5 11.73607 1089
## 795 Edwards 1Story IR1 4 11.33857 0
## 796 Edwards 1Story Reg 5 11.84582 1049
## 798 Edwards 1.5Fin Reg 6 11.56172 560
## 799 Edwards 2Story Reg 4 11.58989 755
## 800 SawyerW SLvl IR1 7 11.99535 1054
## 803 SawyerW 1Story IR1 7 12.51319 2158
## 804 SawyerW 2Story Reg 7 12.26905 740
## 805 SawyerW 2Story Reg 7 12.38798 1079
## 806 SawyerW 2Story IR1 8 12.38631 1128
## 816 SawyerW 2Story Reg 7 12.50432 1168
## 817 SawyerW 2Story Reg 7 12.50432 1168
## 818 SawyerW 2Story Reg 7 12.50432 1168
## 820 CollgCr 1Story Reg 8 12.60149 1705
## 821 CollgCr 1Story IR1 8 12.59640 1622
## 822 CollgCr 1Story IR1 9 12.71289 1720
## 823 CollgCr 1Story Reg 8 12.38798 1468
## 824 CollgCr 2Story IR1 8 12.26434 866
## 825 CollgCr 1Story IR1 8 12.51539 1838
## 826 CollgCr 1Story IR1 9 12.38422 1800
## 828 CollgCr 1Story Reg 7 12.20607 1282
## 829 CollgCr 1Story IR1 8 12.30953 1254
## 830 CollgCr 1Story Reg 7 12.17819 1232
## 831 CollgCr 1Story Reg 8 12.37582 1498
## 832 CollgCr 2Story IR1 6 12.06105 704
## 833 SawyerW SLvl Reg 7 12.52453 1518
## 834 ClearCr 2Story IR1 7 12.36094 1449
## 836 CollgCr 1Story IR2 5 11.93164 1040
## 837 CollgCr 1Story Reg 5 11.87060 990
## 838 CollgCr 2Story IR1 6 12.35234 928
## 839 CollgCr 2Story IR2 7 12.26434 799
## 840 CollgCr 1Story IR2 7 12.24047 1463
## 841 CollgCr 1Story Reg 5 11.88449 1097
## 842 CollgCr 1Story Reg 5 11.83501 990
## 843 CollgCr 2Story Reg 7 12.19552 866
## 844 CollgCr 1Story IR1 7 12.22588 1490
## 845 CollgCr 1Story IR1 7 12.16525 1431
## 846 CollgCr 2Story Reg 6 12.20607 928
## 847 CollgCr 2Story IR1 7 12.18075 831
## 848 CollgCr 1Story IR1 7 12.33271 1573
## 849 CollgCr 2Story Reg 7 12.34583 944
## 850 CollgCr 1Story IR2 7 12.13940 1413
## 851 CollgCr 1Story IR1 7 12.22096 1431
## 852 CollgCr 1Story Reg 7 12.21106 1492
## 853 CollgCr 1Story Reg 5 11.72804 1040
## 854 CollgCr 1Story IR1 5 11.84940 907
## 855 CollgCr 1Story IR1 5 11.81229 914
## 856 CollgCr 1Story IR1 5 11.92172 1040
## 857 CollgCr 1Story IR1 5 11.82408 864
## 858 CollgCr 1Story IR1 5 11.87409 1268
## 859 CollgCr 1Story IR1 5 11.80186 864
## 860 CollgCr 1Story Reg 5 11.71994 894
## 861 CollgCr SFoyer Reg 5 11.80485 768
## 862 CollgCr SFoyer Reg 5 11.79810 768
## 863 CollgCr 1Story Reg 7 12.42922 1569
## 864 CollgCr 2Story IR1 8 12.44804 1068
## 865 CollgCr 1Story Reg 8 12.37370 1753
## 866 CollgCr 2Story Reg 8 12.47419 1299
## 867 CollgCr 2Story Reg 9 12.65396 1440
## 868 CollgCr 2Story Reg 7 12.19854 840
## 869 CollgCr 2Story Reg 7 12.25961 944
## 870 CollgCr 1Story Reg 8 12.30138 1462
## 871 CollgCr 1Story Reg 7 12.22096 1504
## 872 CollgCr 1Story Reg 8 12.54076 1822
## 873 CollgCr 1Story Reg 7 12.25486 1417
## 874 CollgCr 2Story Reg 7 12.29911 1057
## 875 CollgCr 2Story Reg 7 12.16003 880
## 876 CollgCr 1Story Reg 7 12.08954 1212
## 877 CollgCr 1Story Reg 7 12.26905 1630
## 878 CollgCr 1Story Reg 6 11.87757 848
## 879 CollgCr 1Story Reg 6 11.84940 848
## 880 CollgCr 1Story Reg 8 12.58861 1578
## 881 CollgCr 2Story IR1 7 12.15478 864
## 882 CollgCr 1Story Reg 7 12.15478 1500
## 883 CollgCr 2Story Reg 6 12.06393 738
## 884 CollgCr 2Story Reg 6 12.04355 608
## 885 Edwards 1Story Reg 4 11.58989 0
## 886 Edwards 1Story Reg 5 12.02575 1486
## 887 Edwards 1Story Reg 4 11.51293 816
## 888 Edwards SFoyer Reg 7 12.19854 0
## 889 Edwards 2Story IR1 6 11.97980 690
## 892 Edwards 1Story IR1 9 12.67608 1698
## 893 Edwards SFoyer Reg 6 11.88793 547
## 894 Edwards 1Story Reg 5 11.67844 698
## 895 Edwards 1Story Reg 4 11.35041 876
## 898 Edwards 1Story Reg 5 11.51192 864
## 900 Edwards 1Story Reg 5 11.69441 1678
## 903 Edwards 1.5Fin Reg 6 11.60824 684
## 904 Edwards 1.5Fin Reg 5 11.71178 720
## 909 SWISU 1.5Fin Reg 6 11.84582 778
## 910 SWISU 2.5Fin Reg 7 12.19096 824
## 911 SWISU 2Story Reg 6 11.56172 583
## 913 Crawfor 1Story Reg 6 11.90158 816
## 914 SWISU 1.5Fin Reg 6 11.83102 976
## 915 SWISU 2Story Reg 7 11.95118 560
## 916 Crawfor 1.5Fin Reg 6 12.08391 896
## 917 SWISU 1.5Fin Reg 7 11.88449 861
## 918 Crawfor 2Story Reg 7 11.82774 600
## 919 Crawfor 2Story Reg 7 12.36308 1276
## 921 Crawfor 2Story IR1 6 12.08673 771
## 923 Crawfor 1Story IR1 5 11.95118 1273
## 924 Crawfor 1Story IR1 5 12.00457 876
## 925 Crawfor 1.5Fin IR1 5 11.95054 731
## 926 Crawfor 2.5Unf IR1 7 12.23077 920
## 927 Crawfor 1Story Reg 5 11.88311 1112
## 928 Crawfor 2Story Reg 7 12.06968 704
## 929 Crawfor 1Story IR1 6 12.17045 1561
## 931 Crawfor 1Story Reg 6 11.97351 1092
## 932 Crawfor 1Story Reg 6 12.31940 1310
## 933 Blueste 2Story Reg 6 11.65269 516
## 934 Blueste 2Story Reg 6 11.82774 561
## 935 Blueste 2Story Reg 6 11.70355 561
## 936 Blueste 2Story Reg 6 11.72804 561
## 937 Crawfor SLvl IR1 6 12.24529 572
## 939 Crawfor 1Story IR1 6 12.31043 880
## 940 IDOTRR 2Story Reg 5 11.89819 672
## 941 IDOTRR 2Story Reg 5 11.71994 760
## 942 IDOTRR 2Story Reg 5 11.26446 596
## 947 Mitchel 2Story Reg 8 12.43321 1107
## 949 Mitchel 1Story IR1 7 12.38839 1710
## 950 Mitchel 2Story IR1 6 12.27839 804
## 951 Mitchel SFoyer Reg 6 11.96049 902
## 952 Mitchel SFoyer Reg 6 12.06105 957
## 953 Mitchel 1.5Fin Reg 5 11.74404 0
## 954 Mitchel SLvl IR1 7 12.06105 1188
## 958 Timber 1Story IR1 9 12.66191 1620
## 960 Timber 1Story IR1 9 12.92391 2190
## 961 Timber 1Story IR1 9 12.66508 1641
## 962 Timber 1Story IR1 8 12.21106 1466
## 963 Timber 1Story IR1 6 12.07254 1392
## 964 Timber 2Story IR1 6 12.22588 712
## 966 Timber 1Story IR1 8 12.30138 1267
## 968 Timber 1Story Reg 9 12.66033 1838
## 969 Timber 1Story IR1 9 12.95984 1978
## 970 Mitchel 1Story IR1 5 11.84582 1008
## 972 Mitchel 1Story Reg 6 11.99535 1204
## 973 Mitchel 1Story Reg 6 12.01370 1224
## 974 MeadowV SLvl Reg 4 11.41861 462
## 975 Mitchel 1Story Reg 5 11.77529 864
## 976 MeadowV SFoyer Reg 4 11.36210 630
## 977 Mitchel 1Story IR1 5 11.98293 1188
## 978 MeadowV SFoyer Reg 4 11.28978 630
## 979 MeadowV 2Story Reg 4 11.48247 546
## 980 MeadowV 2Story Reg 4 11.38509 546
## 981 Mitchel SFoyer IR1 5 11.78980 796
## 982 Mitchel SLvl Reg 6 11.78486 384
## 983 Mitchel SFoyer IR1 5 12.01673 1097
## 984 Mitchel 1Story IR1 5 11.62625 833
## 985 Mitchel SFoyer Reg 5 11.91170 828
## 986 Mitchel 1.5Fin IR1 5 11.87060 796
## 987 Mitchel 2Story Reg 5 11.77529 624
## 988 Mitchel 1Story IR1 6 12.18587 1567
## 989 Mitchel 2Story IR1 5 12.06105 784
## 991 NAmes 1Story IR1 6 12.37792 1205
## 992 NAmes 2Story Reg 6 12.23999 952
## 993 Gilbert 2Story IR1 6 12.14153 926
## 994 Gilbert 2Story Reg 6 12.01370 680
## 995 Gilbert 2Story IR1 6 12.18332 926
## 996 Gilbert 2Story IR1 6 12.16525 943
## 997 Gilbert 2Story IR2 6 12.06105 916
## 998 Gilbert 1Story IR1 5 12.08898 1348
## 999 Gilbert 2Story IR2 7 12.07254 729
## 1000 StoneBr 1Story Reg 8 12.56375 1593
## 1002 StoneBr 1Story IR1 8 12.10071 1337
## 1003 StoneBr 1Story IR1 8 12.10071 1280
## 1004 Gilbert 2Story IR1 6 12.10625 926
## 1005 Gilbert 2Story IR1 6 12.11724 932
## 1006 Gilbert 2Story Reg 6 12.14420 773
## 1007 Gilbert 2Story IR1 7 12.17819 712
## 1008 Gilbert 2Story Reg 6 12.12811 836
## 1009 StoneBr 1Story IR1 8 12.14950 1228
## 1010 StoneBr 1Story IR1 8 12.14685 1337
## 1011 StoneBr 2Story IR1 8 12.77987 1168
## 1012 StoneBr 2Story IR1 9 12.69158 1122
## 1013 StoneBr 1Story IR1 9 12.86618 1884
## 1015 StoneBr 1Story Reg 9 12.71890 1710
## 1016 Gilbert 1Story IR1 6 11.79810 1488
## 1017 NWAmes 2Story IR1 7 12.27839 791
## 1018 NWAmes 1Story IR1 7 12.33050 1675
## 1019 NWAmes 1Story IR1 6 12.07539 1422
## 1020 NWAmes 1Story IR1 7 12.11121 1260
## 1021 NWAmes 1Story IR1 7 12.36734 2048
## 1022 NWAmes 1Story Reg 7 12.30138 1782
## 1023 NWAmes 2Story IR1 6 12.51356 1330
## 1024 NWAmes 1Story Reg 6 11.98916 1211
## 1027 NWAmes 2Story Reg 5 11.89751 720
## 1030 NWAmes 1Story Reg 6 11.98230 1444
## 1031 NWAmes 2Story Reg 7 12.23077 803
## 1032 NWAmes 1Story Reg 5 11.96400 1176
## 1033 NWAmes 2Story IR1 8 12.63134 1236
## 1034 NAmes 2Story Reg 5 11.79810 896
## 1035 NAmes 1Story Reg 6 11.92504 1054
## 1036 NAmes 1Story Reg 4 11.62536 936
## 1037 NAmes 1Story Reg 5 11.71994 864
## 1038 NAmes 1Story IR1 4 11.61954 864
## 1040 BrDale 2Story Reg 6 11.54636 483
## 1041 BrDale 2Story Reg 6 11.51293 483
## 1042 BrDale 2Story Reg 6 11.51791 483
## 1043 BrDale 2Story Reg 6 11.57119 483
## 1045 BrDale 2Story Reg 6 11.40199 483
## 1046 BrDale 2Story Reg 5 11.62402 630
## 1048 NPkVill 2Story Reg 6 11.87060 855
## 1049 NPkVill 1Story Reg 7 11.90834 1055
## 1050 NAmes 1Story Reg 5 11.60824 864
## 1057 NridgHt 1Story Reg 8 12.94204 2418
## 1058 NridgHt 1Story IR1 9 12.85579 1950
## 1060 NridgHt 2Story Reg 10 13.03898 1620
## 1061 NridgHt 2Story IR1 9 12.84529 1414
## 1062 NridgHt 2Story Reg 8 12.42922 948
## 1063 NridgHt 2Story IR1 8 12.66350 1148
## 1064 NridgHt 1Story Reg 10 13.32938 2535
## 1065 NridgHt 2Story IR1 9 12.92999 1572
## 1066 NridgHt 2Story Reg 7 12.55673 998
## 1067 NridgHt 1Story IR1 8 12.55673 1603
## 1068 NridgHt 2Story Reg 8 12.95098 1479
## 1069 NridgHt 2Story IR1 8 12.82126 1765
## 1072 NridgHt 1Story IR3 7 12.16525 1367
## 1073 NridgHt 1Story IR1 8 12.52088 1518
## 1074 NridgHt 1Story IR1 9 12.49125 1684
## 1076 NridgHt 1Story Reg 8 12.36414 1342
## 1077 NridgHt 1Story Reg 8 12.29911 1342
## 1078 NridgHt 2Story Reg 7 11.95118 764
## 1079 NridgHt 2Story Reg 7 11.94471 764
## 1080 NridgHt 1Story Reg 7 12.24047 1358
## 1081 Blmngtn 1Story Reg 7 12.18075 1415
## 1082 Blmngtn 1Story Reg 7 12.30134 1393
## 1083 Blmngtn 1Story Reg 7 12.16003 1346
## 1084 Blmngtn 1Story Reg 7 11.98227 1266
## 1086 Gilbert 2Story IR1 6 12.09514 789
## 1087 Gilbert 2Story IR1 6 12.17045 839
## 1088 Gilbert SLvl IR1 7 12.15478 856
## 1089 Gilbert 2Story IR1 6 12.07824 728
## 1090 Gilbert 2Story IR1 7 12.14420 840
## 1091 Gilbert 2Story IR1 7 12.26905 847
## 1093 Gilbert 2Story IR1 6 12.13619 936
## 1094 Gilbert 2Story IR1 7 12.33160 982
## 1095 Gilbert 2Story IR1 7 12.12269 788
## 1096 Gilbert 2Story Reg 7 12.07824 707
## 1097 Gilbert 2Story IR1 7 12.32386 1037
## 1098 Gilbert 2Story IR1 7 12.13296 831
## 1099 NoRidge 2.5Unf Reg 8 12.55849 1173
## 1100 NoRidge 2Story Reg 8 12.66033 1470
## 1101 NoRidge 2Story IR1 8 12.42922 1145
## 1102 NoRidge 2Story Reg 9 12.58108 1519
## 1103 NoRidge 1Story IR1 8 12.76569 1982
## 1104 NoRidge 2Story IR1 7 12.54076 1064
## 1105 NoRidge 2Story IR1 8 12.57764 1242
## 1106 NoRidge 1Story IR1 8 12.76569 2109
## 1107 NoRidge 2Story Reg 7 12.73964 1311
## 1108 NoRidge 2Story Reg 7 12.56898 1080
## 1109 NoRidge 2Story IR1 7 12.50987 1223
## 1110 NoRidge 1Story IR1 8 12.61653 1986
## 1112 Somerst 2Story IR1 6 12.27373 894
## 1113 Somerst 1Story IR1 8 12.35449 1574
## 1114 Somerst 1Story IR1 7 12.38839 1578
## 1116 Somerst 1Story Reg 8 12.40901 1563
## 1118 Somerst 2Story Reg 8 12.45683 1341
## 1120 Somerst 1Story Reg 8 12.41714 1460
## 1124 Somerst 2Story Reg 7 12.33138 866
## 1125 Somerst 2Story Reg 8 12.42922 1053
## 1126 Somerst 2Story Reg 7 12.42922 1026
## 1128 Somerst 2Story Reg 7 12.23539 813
## 1129 Somerst 1Story Reg 8 12.45293 1660
## 1131 Somerst 2Story IR1 6 12.24289 864
## 1132 SawyerW 1Story Reg 7 11.85652 1080
## 1133 SawyerW 2Story Reg 6 12.14420 835
## 1134 SawyerW 2Story Reg 7 12.16785 835
## 1135 SawyerW 1Story Reg 6 11.89136 1175
## 1136 SawyerW 1Story Reg 5 11.97666 1114
## 1137 SawyerW 1Story Reg 6 11.95118 1114
## 1138 SawyerW 2Story IR1 6 12.06105 798
## 1139 SawyerW 1Story Reg 7 12.04355 1162
## 1140 SawyerW 2Story IR1 6 12.11176 754
## 1141 SawyerW 2Story IR1 6 12.00151 886
## 1142 SawyerW 1Story Reg 6 12.17303 1408
## 1143 SawyerW 2Story IR2 7 12.14950 832
## 1144 SawyerW 2Story Reg 6 12.15741 827
## 1145 SawyerW 2Story Reg 7 12.07254 836
## 1146 SawyerW 1Story Reg 6 12.09626 1278
## 1147 SawyerW 2Story IR1 6 12.13886 832
## 1148 SawyerW 1Story Reg 6 12.17045 1604
## 1149 SawyerW 1Story Reg 6 11.94406 1199
## 1150 Sawyer 1Story Reg 5 11.75979 984
## 1151 Sawyer 1Story IR2 5 11.87757 912
## 1152 Sawyer 1Story Reg 5 11.81303 864
## 1153 Sawyer 1Story Reg 5 11.65269 890
## 1155 Sawyer 1Story IR1 6 11.86358 912
## 1156 Veenker 1Story Reg 6 12.16525 1430
## 1157 Sawyer 1.5Fin Reg 5 11.84940 1001
## 1158 NoRidge 2Story IR1 6 12.57764 930
## 1159 NoRidge 1.5Fin Reg 9 12.82799 1848
## 1160 Somerst 1Story IR2 7 12.18587 1391
## 1161 Somerst 2Story IR1 7 12.05467 625
## 1162 Somerst 1Story IR1 7 12.08954 1235
## 1163 Somerst 2Story Reg 6 12.01370 600
## 1166 Somerst 2Story Reg 7 12.09737 744
## 1167 Somerst 2Story Reg 6 12.06047 744
## 1168 Somerst 1Story IR1 9 12.61154 1614
## 1169 Somerst 1Story IR1 9 12.56024 1310
## 1170 Somerst 1Story IR1 9 12.57764 1419
## 1171 Somerst 1Story IR1 9 12.62807 1557
## 1173 Somerst 2Story Reg 7 11.98293 600
## 1174 Somerst SLvl Reg 7 12.04355 672
## 1175 Somerst 2Story IR1 7 12.31493 858
## 1176 Somerst 2Story Reg 8 12.04355 960
## 1177 Somerst 2Story Reg 8 12.20607 960
## 1178 Somerst 2Story IR1 10 12.75130 970
## 1179 Veenker 1Story IR2 8 12.41105 1260
## 1180 Veenker 1Story IR2 8 12.28995 1230
## 1181 Veenker 1Story IR1 8 12.68850 1719
## 1182 Veenker 1Story IR1 6 11.99843 1232
## 1183 Veenker 2Story IR1 9 11.91839 994
## 1184 Veenker 1Story Reg 8 12.57764 1426
## 1185 Somerst 2Story Reg 7 12.23077 952
## 1186 NWAmes 1Story Reg 7 12.06681 1304
## 1187 NWAmes SLvl IR1 6 12.11724 1427
## 1188 NWAmes 1Story Reg 6 11.91839 1740
## 1190 NWAmes 1Story IR1 7 12.27839 1620
## 1191 NWAmes 1Story Reg 5 11.85296 1625
## 1192 NWAmes 2Story Reg 6 12.38839 1522
## 1193 NAmes 2Story Reg 5 11.85652 732
## 1194 NAmes 1Story Reg 5 11.89819 912
## 1195 NAmes 1Story Reg 5 11.81303 912
## 1196 NAmes 1Story IR1 5 11.88449 1728
## 1197 NAmes 1Story IR1 5 11.86780 1728
## 1198 NWAmes 1Story IR1 5 11.81303 1656
## 1199 NWAmes 2Story IR1 7 12.04355 825
## 1200 NWAmes 2Story IR1 8 12.61087 1142
## 1201 NWAmes 2Story Reg 6 12.12811 901
## 1202 NWAmes 2Story Reg 6 12.06105 800
## 1203 NAmes SFoyer IR1 7 12.09178 944
## 1204 NWAmes 2Story Reg 7 12.07824 832
## 1205 NAmes 1Story IR1 5 11.49272 0
## 1206 NAmes 1Story IR1 4 11.59918 907
## 1207 NAmes 1Story IR1 4 11.81857 952
## 1208 NAmes 1Story Reg 5 11.95118 1120
## 1209 NAmes 1Story IR1 6 12.10349 1425
## 1210 NAmes SLvl Reg 6 12.07197 1127
## 1211 NAmes 1Story Reg 6 11.84940 1136
## 1212 NAmes 1Story Reg 6 11.88449 1092
## 1213 NAmes SLvl Reg 5 12.10016 1219
## 1214 NAmes SLvl Reg 6 12.03469 1248
## 1216 NAmes 1Story IR1 5 11.88793 1053
## 1217 NAmes 1Story IR1 6 11.86358 1252
## 1218 NAmes 1Story IR1 4 11.85652 1100
## 1219 NAmes 1Story IR1 5 11.93819 1118
## 1220 BrkSide 1Story IR1 3 11.19134 0
## 1222 BrkSide 1.5Unf Reg 5 11.67844 991
## 1223 BrkSide 2Story IR1 4 11.37366 348
## 1224 NAmes 1Story Reg 5 11.86005 1296
## 1226 NAmes 1Story Reg 5 11.86005 572
## 1227 NAmes SLvl Reg 6 12.01673 992
## 1228 NAmes 1Story Reg 5 11.63426 1036
## 1229 NAmes 2Story IR1 7 12.21503 864
## 1230 NAmes 1Story IR1 6 12.00151 1362
## 1231 NAmes 1Story Reg 5 11.84904 1144
## 1233 NAmes SLvl IR1 6 12.01370 1099
## 1234 NAmes 2Story Reg 6 12.33271 1104
## 1235 NAmes 1Story IR1 5 11.81303 1098
## 1236 NAmes 1Story Reg 5 11.72804 1144
## 1237 NAmes 1Story Reg 5 11.84940 931
## 1238 NAmes 1Story Reg 5 11.82408 1176
## 1239 NAmes 1Story Reg 5 12.12811 1248
## 1240 NAmes 1Story Reg 6 12.00151 1261
## 1241 NAmes 1Story IR1 6 12.02455 1395
## 1242 NAmes 1Story Reg 6 11.84223 1196
## 1243 NAmes 1Story IR1 6 12.01974 1392
## 1244 NAmes 1Story Reg 6 11.82041 1080
## 1245 NAmes 1Story Reg 5 11.79810 1104
## 1246 NAmes 1Story Reg 5 11.66135 720
## 1247 NAmes 1Story IR1 5 11.83138 1152
## 1248 NAmes 1Story Reg 5 11.77529 984
## 1249 NAmes 1Story Reg 6 12.10071 998
## 1254 NAmes 1Story Reg 5 11.89136 1824
## 1255 OldTown 1Story Reg 4 11.40645 0
## 1256 OldTown 1.5Fin Reg 5 11.64395 747
## 1257 NAmes 1.5Fin Reg 5 11.84940 913
## 1258 OldTown 1Story Reg 4 11.37251 672
## 1259 OldTown 1.5Fin Reg 5 11.84223 892
## 1260 OldTown 2Story Reg 4 11.57355 0
## 1261 NAmes 2Story IR1 6 12.04942 858
## 1262 NAmes 1Story IR1 5 11.84223 912
## 1263 NAmes 1Story IR1 7 12.13350 1312
## 1264 NAmes 1Story IR1 6 11.96400 1253
## 1265 NAmes 1Story IR1 6 11.90497 1081
## 1266 NAmes 1Story IR2 7 12.39669 585
## 1267 NAmes 1Story Reg 5 11.66135 105
## 1271 NAmes 1Story Reg 5 11.97666 1256
## 1272 NAmes 1Story Reg 5 11.74324 1027
## 1273 NAmes 1Story Reg 5 11.95118 1269
## 1274 NAmes 1.5Fin Reg 6 11.83501 768
## 1275 NAmes 1.5Unf Reg 6 11.63071 936
## 1276 NAmes 1.5Unf Reg 6 11.56647 832
## 1277 NAmes 1.5Fin Reg 6 11.75587 854
## 1279 NAmes 1.5Fin Reg 5 11.91839 768
## 1280 NAmes 1Story Reg 5 11.60368 825
## 1281 NAmes 2Story Reg 6 11.84940 780
## 1282 NAmes 2Story Reg 6 12.03112 780
## 1283 NAmes 1Story Reg 5 11.82679 1117
## 1285 OldTown 1Story IR3 5 11.19821 680
## 1286 OldTown 2Story Reg 5 11.96718 650
## 1287 OldTown 1.5Fin Reg 5 11.71668 780
## 1288 OldTown 2Story Reg 5 11.61729 680
## 1290 OldTown 1Story Reg 5 11.06664 672
## 1291 OldTown 2.5Unf Reg 6 11.84582 728
## 1292 OldTown 1.5Fin Reg 4 11.67844 828
## 1295 OldTown 1.5Fin Reg 5 11.71382 936
## 1296 OldTown 1Story Reg 7 11.69525 931
## 1297 OldTown 1.5Fin Reg 6 11.95118 884
## 1298 OldTown 1Story Reg 5 11.26446 481
## 1299 OldTown 1.5Fin Reg 5 11.46163 684
## 1301 OldTown 1Story Reg 5 11.89819 924
## 1302 OldTown 1.5Fin Reg 5 11.84940 904
## 1304 OldTown 1Story Reg 5 11.63071 928
## 1305 OldTown 1Story Reg 4 11.58896 901
## 1307 OldTown 2.5Fin Reg 7 12.59473 1470
## 1308 OldTown 2Story Reg 5 11.84582 797
## 1309 OldTown 1.5Fin IR1 5 11.94406 876
## 1310 OldTown 2Story Reg 7 11.79056 624
## 1312 OldTown 1.5Fin Reg 5 11.64395 346
## 1313 OldTown 2Story Reg 5 11.77529 973
## 1314 OldTown 2.5Unf Reg 6 11.77144 735
## 1315 OldTown 2Story Reg 5 11.77066 572
## 1316 OldTown 2Story Reg 7 11.98916 689
## 1317 OldTown 1.5Fin Reg 6 12.00151 482
## 1318 OldTown 2.5Unf Reg 6 11.75979 742
## 1319 OldTown 2Story Reg 8 11.71178 684
## 1320 OldTown 1.5Fin Reg 7 11.66907 572
## 1321 OldTown 2.5Unf Reg 10 12.69158 1237
## 1323 OldTown 2Story Reg 7 12.12269 1313
## 1324 OldTown 1Story Reg 5 11.60824 984
## 1325 OldTown 1.5Fin Reg 5 11.78676 1050
## 1326 OldTown 1Story Reg 5 11.48247 0
## 1327 OldTown 1Story Reg 4 11.65703 869
## 1328 BrkSide 1Story IR1 5 11.83501 1008
## 1330 BrkSide 1Story Reg 5 11.28351 742
## 1331 BrkSide 1.5Fin Reg 5 11.93819 1024
## 1332 BrkSide 1.5Unf Reg 5 11.60368 784
## 1333 BrkSide 1.5Fin Reg 5 11.72804 672
## 1334 BrkSide 2Story Reg 6 11.57965 554
## 1335 BrkSide 1.5Fin Reg 6 12.01309 981
## 1336 BrkSide 1Story Reg 5 11.68688 949
## 1337 BrkSide 1.5Fin Reg 6 11.69525 862
## 1338 BrkSide 1.5Fin Reg 6 11.96400 825
## 1339 BrkSide 1.5Fin Reg 6 11.56172 739
## 1340 BrkSide 1.5Unf Reg 6 11.63514 992
## 1341 BrkSide 1.5Fin IR1 5 11.65269 565
## 1343 BrkSide 1.5Fin Reg 4 11.71994 704
## 1345 BrkSide 1.5Fin Reg 5 12.00089 1078
## 1347 OldTown 2Story Reg 5 11.72400 1100
## 1349 BrkSide 2Story IR1 6 11.75979 611
## 1350 BrkSide 1Story IR1 4 11.13459 520
## 1352 BrkSide 1.5Fin Reg 6 12.24047 833
## 1353 BrkSide 1.5Fin Reg 7 12.12269 1026
## 1354 BrkSide 1.5Fin Reg 6 11.99843 810
## 1355 BrkSide 1.5Fin Reg 5 11.88449 883
## 1356 BrkSide 1Story Reg 6 11.77529 816
## 1357 OldTown 2.5Unf Reg 6 11.98293 1242
## 1358 OldTown 2Story Reg 8 11.98916 588
## 1359 OldTown 1.5Fin Reg 6 11.75587 796
## 1360 IDOTRR 1Story IR1 6 11.44945 768
## 1363 IDOTRR 1.5Fin Reg 5 11.69525 880
## 1364 IDOTRR 1Story Reg 6 11.75587 1040
## 1365 IDOTRR 1.5Fin Reg 6 11.75194 768
## 1366 IDOTRR 1.5Fin IR1 6 11.40199 319
## 1367 OldTown 1Story IR1 5 11.73607 825
## 1369 IDOTRR 1Story Reg 5 11.35041 451
## 1370 IDOTRR 2Story Reg 3 11.31904 536
## 1371 IDOTRR 1.5Fin Reg 6 11.81303 756
## 1373 Sawyer 1Story Reg 5 11.80560 952
## 1374 Sawyer 1.5Fin Reg 5 11.81303 720
## 1376 Edwards 1.5Fin Reg 5 11.75587 644
## 1378 Sawyer 1Story Reg 5 11.77144 1040
## 1379 Sawyer SLvl Reg 6 11.96718 1008
## 1381 Sawyer 1Story IR1 5 11.88449 992
## 1382 Sawyer 1Story IR1 5 11.77529 894
## 1383 Sawyer SFoyer IR1 6 11.93819 450
## 1384 Sawyer 1Story IR1 5 11.69525 1073
## 1385 Sawyer SFoyer IR1 5 11.93164 1060
## 1388 Sawyer 1Story Reg 5 11.28978 1006
## 1389 Sawyer 1Story IR1 5 11.91405 1228
## 1390 Sawyer 1Story Reg 5 11.88380 960
## 1391 Sawyer 1Story Reg 6 12.12811 988
## 1392 Sawyer 1Story Reg 5 12.01370 1383
## 1393 ClearCr 1Story Reg 6 12.36734 1602
## 1395 Sawyer 1Story Reg 5 11.58989 672
## 1398 Sawyer SLvl Reg 5 11.87757 864
## 1399 ClearCr 1Story Reg 6 12.06105 1291
## 1400 ClearCr 2Story Reg 7 12.16525 1160
## 1401 ClearCr 1Story IR1 7 12.40901 1524
## 1404 Edwards SLvl IR1 6 12.08391 1019
## 1405 Edwards 1.5Fin Reg 7 11.74086 570
## 1406 Edwards 1Story IR1 6 11.95118 1094
## 1407 ClearCr 1.5Fin IR2 6 12.38839 907
## 1408 Edwards 1Story Reg 5 12.46844 1580
## 1409 Edwards 1.5Fin Reg 6 12.12811 1163
## 1410 Edwards 2Story Reg 6 12.36734 1127
## 1411 Edwards 1Story Reg 5 11.98230 1509
## 1412 Edwards SFoyer Reg 5 11.50892 864
## 1413 Edwards 2Story Reg 6 11.80932 621
## 1414 Edwards 1.5Fin Reg 5 11.68688 861
## 1415 Edwards 2Story Reg 5 11.58525 1117
## 1416 Edwards 1Story Reg 5 11.73607 1164
## 1417 Edwards 1.5Fin Reg 6 11.27720 572
## 1418 Edwards 1.5Fin Reg 5 11.46163 616
## 1419 SawyerW 2Story Reg 7 12.47717 1475
## 1420 SawyerW 2Story IR3 6 12.46844 1077
## 1421 SawyerW 1Story Reg 7 12.33050 1602
## 1422 SawyerW 2Story IR2 7 12.32386 812
## 1423 SawyerW SLvl IR1 7 12.34148 672
## 1425 CollgCr 1Story IR1 8 12.42320 1615
## 1428 SawyerW 2Story IR2 7 12.33710 1080
## 1429 SawyerW SLvl IR2 8 12.32386 1401
## 1430 ClearCr 1Story IR1 6 12.18075 1182
## 1431 ClearCr 2Story IR1 6 12.20607 616
## 1432 CollgCr 1Story Reg 5 11.95118 990
## 1433 CollgCr 1Story Reg 5 11.87757 1099
## 1434 CollgCr 1Story IR2 5 11.88449 990
## 1435 CollgCr 1Story IR1 7 12.32829 1418
## 1436 CollgCr 2Story IR1 6 12.28164 864
## 1437 CollgCr 2Story IR1 7 12.24289 782
## 1439 CollgCr 2Story IR1 7 12.14420 880
## 1440 CollgCr 1Story IR1 7 12.16003 1468
## 1441 CollgCr 1Story IR1 7 12.30592 1494
## 1442 CollgCr 2Story Reg 7 12.35234 963
## 1443 CollgCr 2Story IR1 7 12.36734 928
## 1444 CollgCr 2Story IR1 7 12.31717 920
## 1445 CollgCr 1Story IR1 5 11.77721 938
## 1446 CollgCr SLvl Reg 5 11.91772 985
## 1447 CollgCr 1Story IR1 5 11.97035 864
## 1448 CollgCr SLvl IR1 6 11.89819 940
## 1451 CollgCr 1Story IR1 5 11.60824 924
## 1452 CollgCr 1Story IR1 5 11.75194 864
## 1453 CollgCr 1Story Reg 5 11.73527 780
## 1454 CollgCr 1Story Reg 8 12.34583 1777
## 1455 CollgCr 2Story Reg 8 12.37582 1128
## 1456 CollgCr 2Story IR1 7 12.36734 992
## 1457 CollgCr 2Story Reg 7 12.34801 1257
## 1458 CollgCr 2Story IR1 8 12.34583 1004
## 1459 CollgCr 2Story IR1 7 12.31268 1153
## 1460 CollgCr 2Story Reg 8 12.56724 1055
## 1461 CollgCr 2Story IR1 9 12.52088 1357
## 1462 CollgCr 1Story IR2 8 12.61154 1778
## 1463 CollgCr 2Story Reg 8 12.45254 1128
## 1464 CollgCr 2Story Reg 7 12.32341 884
## 1465 CollgCr 2Story IR2 7 12.38839 1129
## 1466 CollgCr 2Story IR1 7 12.11724 798
## 1467 CollgCr 2Story IR1 8 12.24047 850
## 1468 CollgCr 2Story Reg 7 12.25486 915
## 1469 CollgCr 1Story Reg 6 11.82408 848
## 1470 CollgCr 1Story Reg 6 11.88449 848
## 1471 CollgCr 1Story Reg 6 12.24961 1478
## 1473 CollgCr 1Story Reg 7 12.27373 1536
## 1474 CollgCr 2Story Reg 7 12.24769 856
## 1475 CollgCr 1Story Reg 7 12.13619 1445
## 1476 CollgCr 1Story Reg 7 12.25486 1436
## 1477 CollgCr 2Story Reg 7 12.13296 770
## 1478 CollgCr 1Story Reg 8 12.10016 1234
## 1479 CollgCr 1Story Reg 7 12.29608 1564
## 1480 CollgCr 1Story Reg 7 12.17045 1351
## 1481 CollgCr 2Story Reg 7 12.14950 728
## 1482 CollgCr 1Story Reg 6 11.91371 848
## 1483 CollgCr 1Story Reg 6 11.85652 848
## 1484 CollgCr 1Story Reg 6 11.91170 848
## 1485 CollgCr 1Story Reg 6 11.88103 848
## 1486 Edwards 1Story Reg 5 11.35041 796
## 1487 Edwards 1.5Fin Reg 5 11.89068 1272
## 1489 Edwards 1Story Reg 5 11.90158 1256
## 1490 Edwards SFoyer Reg 5 12.01370 456
## 1491 Edwards 1Story Reg 6 11.81303 1127
## 1492 Edwards 1Story Reg 5 11.58989 996
## 1493 Edwards SFoyer Reg 4 11.83138 1138
## 1494 Edwards 2Story Reg 7 12.01612 746
## 1495 Edwards SLvl IR1 6 11.89819 1029
## 1496 Edwards 2Story Reg 6 11.98605 684
## 1497 Edwards 1Story Reg 4 12.07824 1132
## 1498 Edwards 1Story IR1 5 12.55919 0
## 1500 Edwards SLvl Reg 6 11.90497 547
## 1501 Edwards 1Story Reg 4 11.31447 0
## 1502 Edwards 1Story Reg 4 11.31447 0
## 1503 Edwards 1Story Reg 4 11.67844 1440
## 1504 Edwards 1Story Reg 4 11.32055 0
## 1505 Edwards 1Story Reg 4 11.42846 784
## 1506 Edwards 1.5Fin Reg 5 11.69525 585
## 1508 Edwards 1Story Reg 4 11.50288 911
## 1509 Edwards 1.5Fin Reg 5 11.77913 768
## 1510 Edwards 1.5Fin Reg 4 11.81303 941
## 1511 Edwards 1.5Fin IR1 5 11.81673 816
## 1513 Edwards 1.5Fin Reg 4 11.58989 949
## 1514 Edwards 1Story Reg 5 11.49272 864
## 1515 Edwards 1Story Reg 3 11.11245 864
## 1516 SWISU 2Story Reg 5 11.81967 780
## 1517 SWISU 2Story IR1 6 11.84940 672
## 1518 SWISU 2.5Fin Reg 5 12.09793 720
## 1519 SWISU 1.5Fin Reg 6 11.82408 1181
## 1520 SWISU 1Story Reg 7 12.03172 1228
## 1522 SWISU 2Story Reg 5 12.14950 612
## 1524 Crawfor 2Story Reg 6 11.88449 644
## 1526 Crawfor 2Story Reg 6 12.08391 840
## 1527 Crawfor 1.5Fin Reg 6 11.90158 676
## 1528 SWISU 1Story Reg 6 11.41861 768
## 1529 Crawfor 2Story Reg 8 12.35017 798
## 1531 Crawfor 2Story IR1 6 11.83501 784
## 1532 Crawfor 2Story Reg 7 11.91170 776
## 1533 Crawfor 2Story IR1 6 12.14791 715
## 1535 Crawfor 1.5Fin IR1 5 11.60824 884
## 1536 Crawfor 1Story IR1 6 11.55215 1091
## 1538 Crawfor 1.5Fin IR1 8 12.85055 728
## 1539 Crawfor 1.5Fin IR1 7 12.64915 798
## 1540 Crawfor 1.5Fin Reg 7 12.48143 832
## 1541 Crawfor 1Story IR1 5 12.37370 1898
## 1542 Crawfor 1Story IR1 6 12.31940 1296
## 1543 Blueste 2Story Reg 6 11.66565 516
## 1544 Blueste 2Story Reg 6 11.92504 716
## 1545 IDOTRR 1Story Reg 6 11.74404 894
## 1546 IDOTRR 1.5Fin Reg 6 11.69525 720
## 1547 IDOTRR 1Story Reg 4 10.91509 796
## 1548 IDOTRR 1Story Reg 6 11.69941 816
## 1549 IDOTRR 1Story Reg 5 11.69941 740
## 1550 IDOTRR 1.5Fin Reg 5 11.68688 780
## 1552 IDOTRR 1Story Reg 5 11.50791 520
## 1553 IDOTRR 1.5Fin Reg 5 12.01673 1151
## 1562 Crawfor 1Story IR1 7 12.42922 1594
## 1563 Crawfor 1Story IR1 8 12.52453 1594
## 1564 Mitchel 1Story IR2 7 12.61154 1840
## 1565 Mitchel 1Story IR1 8 12.50987 1568
## 1566 Mitchel 2Story Reg 7 12.26905 910
## 1567 Mitchel SLvl Reg 6 12.04942 1096
## 1568 Mitchel 1Story Reg 6 12.05234 1196
## 1570 Mitchel 1Story Reg 4 12.33929 1680
## 1572 Timber 1Story IR1 7 12.39462 1277
## 1574 Timber 1Story IR1 8 12.59134 1518
## 1577 Timber SLvl Reg 5 12.05815 352
## 1578 Timber SLvl Reg 5 12.02874 384
## 1580 Timber 1Story IR1 6 11.91839 1495
## 1582 Timber 1Story Reg 6 12.10071 1256
## 1584 Timber 1Story IR1 8 12.35665 1432
## 1585 Timber 1Story IR1 6 12.18075 1666
## 1586 Timber 2Story Reg 8 12.62807 1482
## 1587 Timber 1Story IR1 8 12.60737 1884
## 1588 Timber 1Story IR1 8 12.82126 1964
## 1592 Mitchel 1Story Reg 6 11.98605 1189
## 1593 Mitchel SFoyer Reg 4 12.06105 1200
## 1594 MeadowV 1Story Reg 5 11.72804 1040
## 1595 MeadowV 2Story Reg 5 11.65269 264
## 1596 MeadowV 2Story Reg 5 11.77144 550
## 1597 MeadowV SFoyer Reg 4 11.56172 526
## 1598 MeadowV SLvl Reg 4 11.46058 462
## 1599 Mitchel 1Story IR1 5 11.93492 1113
## 1600 MeadowV 2Story Reg 6 11.49272 546
## 1601 MeadowV SFoyer Reg 4 11.30220 630
## 1602 Mitchel 1Story Reg 5 11.63514 988
## 1603 Mitchel 1Story Reg 5 11.76368 816
## 1604 Mitchel 1Story IR1 5 11.69107 876
## 1605 Mitchel 1Story Reg 5 11.77913 816
## 1606 Mitchel 1Story Reg 5 11.83501 816
## 1607 Mitchel 1Story Reg 5 11.80932 845
## 1609 Mitchel 1Story Reg 5 11.83138 864
## 1612 NAmes 1Story Reg 6 12.02754 1587
## 1613 NAmes 1Story Reg 7 12.02575 1277
## 1614 NAmes 1Story IR1 7 12.40492 2223
## 1615 NAmes 1Story IR1 8 12.49874 2217
## 1616 Gilbert 2Story IR1 7 12.32386 847
## 1617 Gilbert 2Story IR1 6 12.03172 806
## 1618 Gilbert 2Story IR2 6 12.08391 794
## 1619 Gilbert 2Story IR1 6 12.03765 916
## 1620 Gilbert SLvl IR1 6 11.99226 384
## 1621 StoneBr 1Story Reg 8 12.43321 1494
## 1622 Gilbert SLvl IR1 6 11.98293 392
## 1624 Gilbert 2Story Reg 7 12.09374 691
## 1625 Gilbert 1Story Reg 7 12.07824 1237
## 1626 Gilbert 2Story Reg 6 12.22588 938
## 1627 Gilbert 1Story IR1 7 11.98293 1168
## 1628 Gilbert SLvl IR1 7 11.98293 384
## 1629 Gilbert SLvl IR1 7 12.00701 384
## 1630 Gilbert 2Story IR1 6 12.03172 903
## 1632 StoneBr 1Story Reg 8 12.04355 1074
## 1634 StoneBr 1Story IR1 8 12.11176 1166
## 1635 StoneBr 1Story IR1 8 12.26434 1312
## 1636 StoneBr 1Story IR1 9 12.84113 1922
## 1637 StoneBr 2Story IR1 8 12.76359 1149
## 1640 StoneBr 1Story IR1 9 12.67576 1612
## 1642 StoneBr 1Story IR1 8 12.99890 2220
## 1644 NWAmes 1Story IR1 6 12.11669 1440
## 1647 NWAmes 2Story Reg 7 12.07824 725
## 1648 NWAmes 1Story Reg 7 12.26905 1529
## 1649 NWAmes 2Story IR1 7 12.16525 780
## 1650 NWAmes 2Story Reg 7 12.15478 808
## 1651 NWAmes 2Story IR1 6 12.18075 848
## 1652 NWAmes SLvl IR1 6 11.90497 1032
## 1653 NWAmes 1Story Reg 6 11.92834 1153
## 1654 NWAmes SLvl Reg 7 12.19096 539
## 1655 NWAmes 1Story Reg 6 12.16707 1259
## 1657 NWAmes 1Story IR1 6 12.04355 1625
## 1658 NWAmes 1Story IR1 5 12.07254 1484
## 1659 NWAmes 2Story Reg 6 12.07254 702
## 1660 NWAmes 2Story Reg 7 12.19552 793
## 1661 NWAmes SLvl IR1 7 12.06681 1228
## 1662 NWAmes 2Story Reg 6 12.09458 1084
## 1663 NAmes SLvl Reg 5 11.84223 372
## 1664 NAmes 1Story IR1 6 11.87235 981
## 1665 NAmes 2Story IR1 7 12.12269 725
## 1667 NAmes 1Story Reg 5 11.79810 914
## 1668 NAmes 1Story IR1 5 11.69107 950
## 1669 NAmes 1Story Reg 4 11.71994 858
## 1670 NAmes 1Story IR1 4 11.60824 858
## 1671 NAmes 1Story Reg 4 11.75979 914
## 1672 NAmes 1Story Reg 4 11.69941 864
## 1673 NAmes SFoyer Reg 7 11.79810 723
## 1674 NAmes 1Story IR1 6 11.95118 1337
## 1675 NAmes 1Story IR2 6 12.08391 1405
## 1676 BrDale 2Story Reg 6 11.63956 525
## 1677 BrDale 2Story Reg 6 11.63514 672
## 1678 BrDale 2Story Reg 6 11.64132 672
## 1679 BrDale 2Story Reg 5 11.57119 630
## 1681 NPkVill 1Story IR1 6 11.75979 1078
## 1682 NPkVill 2Story Reg 6 11.95118 804
## 1683 NPkVill 1Story Reg 7 11.86710 1061
## 1684 NAmes 1Story Reg 5 11.76950 988
## 1694 NridgHt 1Story Reg 10 13.01700 1994
## 1698 NridgHt 2Story Reg 9 12.84793 2153
## 1699 NridgHt 1Story IR1 8 12.42922 1626
## 1701 NridgHt 2Story IR1 9 12.94324 1704
## 1704 NridgHt 2Story Reg 8 12.66666 1143
## 1707 NridgHt 1Story IR1 9 12.82665 1802
## 1708 NridgHt 2Story IR1 8 12.74257 1706
## 1709 NridgHt 2Story IR1 8 12.77705 1136
## 1710 NridgHt 2Story Reg 8 12.76569 1317
## 1711 NridgHt 2Story Reg 8 12.56024 1181
## 1713 NridgHt 1Story IR1 7 12.41187 1614
## 1714 NridgHt 1Story IR1 8 12.35750 1721
## 1716 NridgHt 1Story IR1 6 12.17922 1362
## 1718 NridgHt 1Story Reg 6 12.20607 1302
## 1719 NridgHt 1Story IR1 6 12.24047 1362
## 1720 NridgHt 1Story Reg 8 12.25248 1554
## 1721 NridgHt 1Story Reg 8 12.25248 1554
## 1722 NridgHt 1Story IR1 8 12.21850 1370
## 1723 NridgHt 1Story IR1 9 12.54254 1577
## 1724 NridgHt 1Story Reg 9 12.53358 1561
## 1727 NridgHt 1Story Reg 7 12.20607 1405
## 1729 Gilbert 2Story Reg 6 12.07824 768
## 1734 Gilbert 1Story IR1 6 12.22096 1326
## 1744 Blmngtn 1Story Reg 8 12.33050 1406
## 1746 Gilbert 1Story IR3 7 12.46458 1530
## 1747 Gilbert SLvl IR2 7 12.14685 835
## 1748 Gilbert SLvl IR1 7 12.07254 384
## 1749 Gilbert 2Story IR1 7 12.27839 847
## 1751 Gilbert 2Story IR1 7 12.11997 840
## 1752 Gilbert SLvl IR1 7 12.01673 384
## 1753 Gilbert 2Story Reg 7 12.25961 847
## 1755 Gilbert 2Story IR1 7 12.29911 854
## 1756 Gilbert 2Story Reg 6 12.07254 953
## 1757 Gilbert SLvl IR1 7 12.04355 384
## 1758 Gilbert 2Story Reg 7 11.99535 660
## 1759 Gilbert 2Story IR1 6 12.13886 915
## 1760 Gilbert 2Story IR1 6 12.12811 941
## 1762 NoRidge 2Story IR1 8 12.85970 1779
## 1763 NoRidge 2Story Reg 8 12.42118 969
## 1764 NoRidge 1Story Reg 10 13.05301 2633
## 1765 NoRidge 2Story IR1 9 12.92391 1408
## 1766 NoRidge 2Story IR1 8 12.68386 1389
## 1767 NoRidge 2Story Reg 7 12.43718 1066
## 1769 NoRidge 2Story IR1 7 12.50540 1117
## 1770 NoRidge 2Story IR1 7 12.66271 1379
## 1772 NoRidge 2Story IR1 8 12.57764 1318
## 1773 NoRidge 1Story IR1 8 12.97154 3200
## 1774 NoRidge 2Story Reg 8 12.47991 1105
## 1775 NoRidge 2Story IR1 8 12.70685 1325
## 1778 Somerst 1Story IR1 9 12.67608 1905
## 1779 Somerst 1Story IR1 8 12.55293 1485
## 1780 Somerst 1Story Reg 8 12.27839 1524
## 1782 Somerst 1Story IR1 8 12.44902 1623
## 1787 Somerst 1Story Reg 8 12.33271 1588
## 1788 Somerst 1Story Reg 8 12.46844 1538
## 1790 Somerst 1Story Reg 7 12.42521 1494
## 1791 Somerst 1Story Reg 8 12.63460 1686
## 1792 Somerst 2Story Reg 7 12.42922 982
## 1793 Somerst 2Story Reg 8 12.30727 1302
## 1798 Somerst 2Story Reg 8 12.50618 1088
## 1801 Somerst 1Story Reg 8 12.42802 1656
## 1804 Somerst 1Story IR1 8 12.44114 1685
## 1806 Somerst 2Story IR1 8 12.73670 1580
## 1808 SawyerW 1Story Reg 7 11.89819 1143
## 1809 SawyerW 1Story Reg 5 11.91170 1094
## 1810 SawyerW 1Story IR1 7 12.10625 1461
## 1811 SawyerW 2Story IR1 6 12.21106 928
## 1812 SawyerW 2Story IR2 6 12.16395 864
## 1813 SawyerW 1Story Reg 7 12.09514 1349
## 1814 SawyerW 1Story IR3 7 12.27839 1482
## 1815 SawyerW 1Story Reg 6 12.09626 1575
## 1816 SawyerW 2Story Reg 6 11.75979 630
## 1817 SawyerW SFoyer IR1 5 11.87757 840
## 1818 SawyerW 1Story Reg 5 11.87757 0
## 1819 Sawyer 1Story Reg 5 11.70148 894
## 1820 Sawyer 1Story Reg 5 11.79434 970
## 1821 Sawyer 1Story Reg 5 11.79056 1057
## 1822 Sawyer 1Story IR1 5 11.79434 999
## 1823 Sawyer 1Story Reg 4 11.76757 1040
## 1825 Sawyer 1Story Reg 5 11.88449 1040
## 1826 Sawyer 1Story IR1 5 11.76368 988
## 1827 Sawyer 1Story IR1 5 11.74006 876
## 1828 Veenker 2Story IR1 7 12.61154 1223
## 1829 Veenker 2Story IR1 7 12.59134 1192
## 1830 Sawyer 1Story IR1 5 11.76757 1037
## 1833 NoRidge 2Story IR1 8 12.61818 1453
## 1834 NoRidge 1.5Fin Reg 8 12.56024 1683
## 1835 Somerst 1Story IR1 8 12.27373 1378
## 1843 Somerst 2Story Reg 6 12.08108 744
## 1844 Somerst 2Story Reg 6 12.07824 729
## 1845 Somerst 2Story Reg 6 12.03469 756
## 1846 Somerst 2Story Reg 6 12.08391 756
## 1847 Somerst 2Story Reg 6 12.08391 756
## 1848 Somerst 2Story IR2 7 11.91036 551
## 1849 Somerst 2Story Reg 8 12.06681 776
## 1850 Somerst 2Story IR1 7 12.38422 975
## 1851 Somerst 1Story IR1 7 12.22588 1339
## 1852 Somerst 2Story IR1 8 12.61487 1054
## 1853 Somerst 2Story IR1 8 12.65236 1220
## 1854 Veenker 1Story IR2 8 12.54147 1494
## 1855 Veenker 1Story Reg 7 12.44902 2002
## 1856 Veenker SLvl IR1 5 12.17561 1360
## 1857 Veenker 1Story IR1 5 12.29225 1437
## 1858 Greens 1Story IR1 8 12.27256 1057
## 1859 Veenker SLvl Reg 6 12.13886 528
## 1860 Veenker 1Story Reg 6 12.10901 1262
## 1861 Veenker 1Story IR1 8 12.82933 2461
## 1862 Sawyer 1.5Fin IR1 5 12.15478 1361
## 1863 Somerst 2Story Reg 7 12.32829 1057
## 1864 NWAmes 1Story Reg 6 11.87374 912
## 1865 NWAmes 2Story Reg 6 12.38860 1008
## 1866 NWAmes SFoyer IR1 6 11.99843 973
## 1867 NWAmes 1Story Reg 6 12.00762 1295
## 1868 NWAmes 1Story IR1 7 12.12811 1124
## 1869 NWAmes 1Story Reg 7 12.14685 1594
## 1870 NWAmes 2Story Reg 7 12.44902 1148
## 1871 NWAmes 1Story IR1 5 11.82704 1680
## 1872 NWAmes 1Story IR1 6 11.97351 1093
## 1873 NWAmes 1Story Reg 7 12.07539 1242
## 1874 NWAmes 1Story Reg 6 11.75194 1052
## 1875 NAmes 1Story Reg 5 11.75194 949
## 1876 NAmes 1Story IR1 5 11.87060 1214
## 1877 NAmes 1Story Reg 5 11.95761 1073
## 1879 NAmes 1Story IR1 5 11.68688 1728
## 1880 NAmes 1Story IR1 4 11.54248 0
## 1882 NAmes 1Story IR1 6 11.92834 958
## 1883 NAmes 1Story IR1 5 11.74800 1065
## 1884 NAmes SLvl Reg 6 11.88449 588
## 1885 NAmes 1Story IR1 5 11.69525 912
## 1887 NAmes 1Story IR1 5 11.57590 0
## 1888 NAmes 1Story IR1 5 11.85296 864
## 1889 NAmes 1Story IR1 5 11.83138 964
## 1890 NAmes 1Story Reg 5 11.67504 894
## 1891 NAmes 1Story Reg 7 12.00457 1174
## 1892 NAmes SLvl Reg 6 11.98916 1042
## 1894 NAmes 2Story Reg 6 12.32163 845
## 1895 NAmes 1Story IR1 6 11.89819 1130
## 1896 NAmes 1Story Reg 6 12.20607 1592
## 1897 NAmes 1Story IR1 6 12.11121 1144
## 1898 NAmes 1Story Reg 5 11.92338 1063
## 1899 NAmes 1Story Reg 4 11.53077 0
## 1900 NAmes 1Story IR1 6 11.72804 932
## 1901 NAmes 1.5Unf Reg 5 11.83863 822
## 1903 BrkSide 1Story Reg 3 11.07442 666
## 1904 BrkSide 1.5Fin Reg 3 11.06664 370
## 1905 BrkSide 1Story Reg 5 11.62625 808
## 1906 NAmes 2Story Reg 6 12.01370 816
## 1907 NAmes 1Story Reg 5 11.87757 1078
## 1908 NAmes 2Story Reg 5 11.82774 928
## 1909 NAmes 1.5Fin Reg 5 11.56172 768
## 1910 NAmes 2Story Reg 5 11.89478 728
## 1911 NAmes 1Story Reg 5 11.74404 1560
## 1912 NAmes SFoyer IR1 5 12.07254 793
## 1913 NAmes SLvl IR1 6 11.97351 1218
## 1914 NAmes 1Story Reg 5 11.64833 912
## 1915 NAmes 1.5Fin Reg 5 11.87757 874
## 1917 NAmes 1Story Reg 6 11.85652 936
## 1918 NAmes 1Story IR1 5 11.78295 1008
## 1919 NAmes 1Story Reg 5 11.86429 1053
## 1920 NAmes 1Story Reg 5 11.84223 1056
## 1921 NAmes 1Story Reg 6 11.96972 1442
## 1922 NAmes 1Story Reg 5 11.84510 1056
## 1923 NAmes 1Story IR1 6 11.91839 1244
## 1924 NAmes 1Story Reg 5 11.69525 1144
## 1925 NAmes 1Story Reg 6 12.07168 1331
## 1926 NAmes 1Story Reg 5 11.66135 922
## 1927 NAmes 1Story Reg 5 11.81303 1048
## 1928 NAmes 1Story IR3 6 12.00457 1657
## 1929 NAmes 1Story IR1 5 11.77529 1204
## 1930 NAmes 1Story Reg 5 11.77144 1216
## 1931 NAmes 1Story Reg 5 11.86358 864
## 1932 NAmes 1Story Reg 5 11.76446 1560
## 1933 NAmes 1Story Reg 6 11.73607 948
## 1934 NAmes 1Story Reg 6 11.82041 1040
## 1935 NAmes 1Story Reg 5 11.80932 1008
## 1936 NAmes 1Story Reg 5 11.75194 925
## 1938 NAmes 1.5Fin Reg 4 11.65269 1190
## 1939 NAmes 1Story Reg 5 11.66907 923
## 1940 NAmes 1Story Reg 5 11.79056 928
## 1942 OldTown 1Story Reg 5 11.63071 924
## 1943 OldTown 1.5Fin Reg 4 11.83501 925
## 1944 NAmes 1.5Unf Reg 5 11.81303 845
## 1945 NAmes 1.5Fin IR1 5 11.95761 1216
## 1947 OldTown 1.5Fin Reg 5 11.59910 735
## 1948 OldTown 1.5Unf Reg 4 11.54442 882
## 1950 OldTown 1Story Reg 4 11.07442 656
## 1951 OldTown 2Story Reg 5 11.90497 736
## 1953 NAmes SLvl IR1 7 12.05525 725
## 1955 NAmes 1Story IR1 6 11.76368 952
## 1956 NAmes 2Story IR1 5 11.81303 1040
## 1957 NAmes 1.5Fin Reg 5 11.71913 672
## 1958 NAmes 1Story Reg 6 11.68856 1082
## 1959 NAmes 1.5Fin Reg 6 11.87060 1040
## 1960 NAmes 1Story Reg 5 11.68688 876
## 1962 NAmes 1Story Reg 5 11.76757 864
## 1963 NAmes 1Story Reg 5 11.81303 1010
## 1964 NAmes 1Story Reg 5 11.93164 1040
## 1965 NAmes 1Story Reg 5 11.84940 1170
## 1966 NAmes 1Story Reg 5 11.93164 1242
## 1967 NAmes 1Story Reg 5 11.96081 1377
## 1968 NAmes 1Story Reg 5 11.85652 1800
## 1969 NAmes 1Story Reg 5 11.50288 0
## 1970 NAmes 2Story Reg 6 12.13886 822
## 1971 NAmes 2Story Reg 5 12.04061 864
## 1972 NAmes 1Story Reg 5 11.74006 864
## 1973 NAmes SFoyer Reg 5 11.77529 896
## 1974 OldTown 1Story Reg 5 11.54248 850
## 1976 OldTown 1.5Fin Reg 6 11.75587 845
## 1977 OldTown 1Story Reg 5 11.40199 1022
## 1978 OldTown SFoyer Reg 5 11.84940 936
## 1979 OldTown 1Story Reg 5 11.51192 967
## 1980 OldTown 1Story Reg 4 11.51293 641
## 1981 OldTown 1Story Reg 5 11.77529 808
## 1982 OldTown 1.5Fin Reg 5 11.81303 680
## 1983 OldTown 1.5Fin Reg 3 11.69525 649
## 1985 OldTown 1.5Fin Reg 4 11.35041 570
## 1986 OldTown 1Story Reg 4 11.59451 960
## 1987 OldTown 2Story Reg 4 11.82774 1075
## 1988 OldTown 1Story Reg 5 11.61277 686
## 1989 OldTown 1Story Reg 5 11.51293 968
## 1990 OldTown 2Story IR1 8 12.12757 725
## 1992 OldTown 1.5Fin Reg 5 11.73607 702
## 1993 OldTown 2Story Reg 5 11.64395 616
## 1995 OldTown 1.5Fin Reg 6 11.87826 926
## 1996 OldTown 2Story Reg 6 11.67419 1008
## 1998 OldTown 2.5Unf Reg 7 12.12811 819
## 2000 OldTown 1Story Reg 6 11.93164 1149
## 2002 OldTown 2Story Reg 7 11.97980 718
## 2003 OldTown 1.5Fin Reg 5 11.37366 912
## 2004 OldTown 1Story Reg 4 11.55694 0
## 2007 BrkSide 1.5Fin Reg 5 11.76174 910
## 2009 BrkSide 1.5Fin IR1 6 12.25486 1065
## 2010 BrkSide 1.5Fin Reg 5 11.81303 728
## 2011 BrkSide 2Story Reg 6 11.75979 600
## 2012 BrkSide 1.5Fin Reg 6 11.78295 735
## 2013 BrkSide 1.5Unf Reg 5 11.63514 884
## 2014 BrkSide 1.5Fin Reg 6 11.74404 861
## 2015 BrkSide 1.5Fin Reg 5 11.79056 672
## 2016 BrkSide 1.5Fin Reg 5 11.78866 966
## 2017 BrkSide 1.5Fin Reg 5 11.79434 756
## 2018 BrkSide 2Story Reg 5 11.83138 939
## 2019 BrkSide 1.5Unf Reg 7 11.79056 832
## 2020 BrkSide 1.5Fin Reg 6 11.75587 884
## 2021 BrkSide 1Story Reg 6 11.53273 960
## 2022 OldTown 2Story Reg 6 12.20607 1100
## 2023 BrkSide 2Story Reg 6 12.10349 764
## 2024 BrkSide 1.5Fin Reg 6 12.01370 768
## 2025 BrkSide 1.5Fin Reg 5 11.40756 750
## 2026 BrkSide 2Story Reg 6 11.94194 698
## 2027 OldTown 2Story IR1 7 11.84940 672
## 2028 OldTown 1.5Fin Reg 6 11.82041 714
## 2029 OldTown 1.5Fin Reg 5 11.63514 592
## 2030 OldTown 1.5Fin Reg 5 11.66993 969
## 2031 IDOTRR 1.5Fin Reg 7 12.04061 1040
## 2032 IDOTRR 1.5Unf Reg 7 11.84510 637
## 2033 IDOTRR SLvl Reg 6 12.21850 741
## 2034 IDOTRR 2Story Reg 6 11.75194 684
## 2035 IDOTRR 1.5Fin Reg 6 11.85652 780
## 2036 IDOTRR 2Story Reg 7 12.26576 976
## 2037 IDOTRR 1.5Fin Reg 6 11.98916 1138
## 2039 IDOTRR 2.5Unf Reg 5 11.52288 530
## 2040 IDOTRR 1Story Reg 4 11.60733 1196
## 2041 OldTown 1.5Fin IR1 5 11.76368 720
## 2042 OldTown 2.5Unf IR1 7 11.71178 925
## 2043 OldTown 1.5Unf IR1 5 11.37366 672
## 2045 Sawyer 2Story Reg 7 12.29683 1005
## 2047 Edwards 1.5Fin Reg 5 11.74404 756
## 2048 SWISU 1.5Fin IR1 5 11.59451 672
## 2049 Sawyer SFoyer Reg 5 11.77529 925
## 2051 Sawyer 1Story Reg 4 11.65616 1005
## 2052 Sawyer 1Story Reg 4 11.68267 1029
## 2053 Sawyer SLvl IR1 5 12.01370 980
## 2054 Sawyer 1Story IR1 5 11.71994 1040
## 2055 Sawyer SFoyer Reg 6 11.76757 814
## 2056 Sawyer 1Story IR1 5 11.73607 894
## 2057 Sawyer 1Story IR1 5 11.58989 948
## 2058 Sawyer 1Story Reg 5 11.69441 768
## 2059 Sawyer 1Story IR1 5 11.65269 876
## 2060 Sawyer 1Story IR1 5 11.80932 943
## 2061 Sawyer 1Story Reg 5 11.75194 955
## 2062 Sawyer 1Story Reg 5 11.76757 894
## 2063 Sawyer 1Story Reg 6 11.87409 660
## 2064 Sawyer 1Story Reg 5 11.76757 912
## 2065 Sawyer 1Story Reg 5 12.13886 1240
## 2067 Sawyer 1Story Reg 5 11.62625 816
## 2068 Sawyer 1.5Fin Reg 7 12.01521 680
## 2069 Sawyer 1Story Reg 6 11.91839 967
## 2070 Sawyer 1Story Reg 5 11.82774 1158
## 2073 ClearCr 1Story Reg 6 12.11176 1190
## 2074 ClearCr 2Story IR1 6 12.25961 1151
## 2075 Edwards 1Story IR1 5 12.28303 409
## 2079 Edwards 1Story Reg 6 12.40082 1202
## 2080 Edwards 1.5Fin Reg 6 11.94471 988
## 2081 SWISU 1Story Reg 5 11.67844 864
## 2084 Edwards 1Story IR1 4 11.36210 528
## 2085 Edwards 1Story Reg 5 11.77529 1038
## 2086 Edwards 1Story Reg 5 11.73607 1342
## 2087 Edwards 1.5Fin Reg 5 11.82408 1080
## 2088 Edwards 1.5Fin Reg 4 11.47210 951
## 2089 Edwards 1Story Reg 5 11.69525 0
## 2091 SawyerW 1Story IR1 7 12.10016 910
## 2092 SawyerW 2Story Reg 7 12.32386 700
## 2093 SawyerW 2Story IR1 7 12.61487 1502
## 2094 SawyerW 2Story IR1 7 12.38003 1104
## 2095 SawyerW 2Story Reg 7 12.33929 807
## 2096 SawyerW 2Story Reg 7 12.30138 779
## 2107 CollgCr 1Story Reg 7 12.17561 1240
## 2109 CollgCr 1Story IR1 7 12.28765 1546
## 2110 CollgCr 1Story Reg 8 12.26904 1489
## 2111 CollgCr 1Story Reg 7 12.07767 1270
## 2112 CollgCr 2Story Reg 7 12.16003 879
## 2113 CollgCr 1Story IR1 6 12.08069 1314
## 2114 SawyerW 2Story IR1 7 12.53177 1157
## 2115 SawyerW 2Story IR1 7 12.24047 929
## 2117 ClearCr 2Story IR2 6 12.38839 1580
## 2118 ClearCr 2Story IR1 6 12.14153 832
## 2119 ClearCr 1Story IR1 8 12.53897 966
## 2120 CollgCr 1Story IR2 5 11.84582 1022
## 2121 CollgCr 1Story Reg 5 11.74404 990
## 2122 CollgCr 1Story IR2 6 12.08673 1200
## 2123 CollgCr 2Story IR1 6 12.07254 635
## 2124 CollgCr 2Story IR1 6 12.25961 794
## 2125 CollgCr 1Story IR2 5 11.89136 990
## 2126 CollgCr 1Story IR2 5 11.90429 1097
## 2127 CollgCr 1Story Reg 4 11.72481 990
## 2128 CollgCr 2Story IR1 6 12.22955 824
## 2129 CollgCr 2Story IR2 7 12.36947 988
## 2130 CollgCr 2Story IR2 7 12.28765 853
## 2131 CollgCr 2Story IR1 7 12.15767 845
## 2132 CollgCr 2Story Reg 7 12.28995 985
## 2133 CollgCr 1Story IR1 7 12.32829 1453
## 2134 CollgCr 2Story Reg 7 12.10071 840
## 2135 CollgCr 1Story IR1 5 11.78295 864
## 2136 CollgCr SLvl IR1 5 11.94146 1015
## 2137 CollgCr SLvl Reg 5 11.98293 995
## 2138 CollgCr 1Story IR1 5 11.81229 1040
## 2139 CollgCr 1Story IR1 5 11.77529 876
## 2140 CollgCr 1Story Reg 5 11.69525 864
## 2141 CollgCr 1Story Reg 5 11.63071 882
## 2142 CollgCr 1Story Reg 5 11.71178 969
## 2143 CollgCr 1Story Reg 5 11.75194 864
## 2144 CollgCr 1Story Reg 4 11.66993 385
## 2145 CollgCr 1Story Reg 8 12.63101 2000
## 2146 CollgCr 2Story Reg 8 12.33929 1284
## 2147 CollgCr 1Story Reg 7 12.50618 1673
## 2148 CollgCr 1Story Reg 7 12.16525 1459
## 2149 CollgCr 2Story Reg 7 12.26905 979
## 2150 CollgCr 2Story Reg 7 12.20607 860
## 2151 CollgCr 2Story IR3 8 12.49500 1028
## 2152 CollgCr 1Story Reg 8 12.33710 1556
## 2153 CollgCr 2Story Reg 8 12.52453 1531
## 2155 CollgCr 1Story IR1 9 12.56024 1626
## 2156 CollgCr 2Story Reg 8 12.38839 1220
## 2157 CollgCr 1Story Reg 6 11.78676 848
## 2158 CollgCr 1Story IR2 8 12.41674 1341
## 2159 CollgCr 2Story Reg 7 12.29911 847
## 2160 CollgCr 1Story Reg 7 12.12811 1337
## 2162 CollgCr 2Story IR1 7 12.27139 939
## 2163 CollgCr 1Story Reg 7 12.09849 1422
## 2164 CollgCr 1Story Reg 7 12.06393 1169
## 2166 CollgCr 2Story Reg 7 12.03573 738
## 2167 CollgCr 2Story IR1 5 12.02575 768
## 2168 Edwards 1Story Reg 5 11.84940 1214
## 2170 Edwards 1Story Reg 4 11.60824 1088
## 2171 Edwards 1Story Reg 4 11.45900 960
## 2172 Edwards 1.5Fin Reg 5 11.71178 901
## 2174 Edwards SFoyer Reg 6 11.68267 816
## 2175 Edwards SLvl Reg 6 11.80186 960
## 2176 Edwards 1Story IR1 6 11.90497 1143
## 2177 Edwards 2Story IR1 5 11.85652 0
## 2179 Edwards 1Story Reg 5 11.96400 1090
## 2180 Edwards 2Story Reg 5 12.05234 734
## 2183 Edwards SFoyer Reg 6 11.84940 547
## 2184 Edwards 1Story Reg 5 11.78866 960
## 2185 Edwards 1Story Reg 4 11.02679 0
## 2186 Edwards 1Story Reg 4 11.61729 864
## 2188 Edwards 1Story Reg 3 11.27720 544
## 2189 Edwards 1.5Fin Reg 6 11.59451 660
## 2192 Edwards 1Story Reg 4 11.73607 768
## 2193 Edwards 1Story Reg 4 11.28068 864
## 2194 Edwards 1Story Reg 4 11.68688 948
## 2197 Crawfor 2Story Reg 6 12.01370 602
## 2198 Crawfor 1.5Unf Reg 5 11.47730 768
## 2199 Crawfor 1Story Reg 5 11.82408 1290
## 2200 Crawfor 1.5Fin Reg 6 11.89478 651
## 2201 SWISU 1.5Fin Reg 5 12.07254 731
## 2202 Crawfor 2Story Reg 7 11.90834 531
## 2203 Crawfor 2Story Reg 6 11.86005 585
## 2204 Crawfor 1.5Fin Reg 7 12.15452 912
## 2205 Crawfor 2Story Reg 6 11.81303 686
## 2206 Crawfor 2.5Unf Reg 7 12.00762 918
## 2207 Crawfor 1Story Reg 5 11.41145 440
## 2208 Crawfor 1.5Fin Reg 5 11.84223 661
## 2209 Crawfor 1Story Reg 5 11.69316 920
## 2210 Crawfor 2Story IR1 6 11.88449 979
## 2211 Crawfor 2Story Reg 5 11.88449 1001
## 2212 Crawfor 2.5Unf Reg 7 12.38003 851
## 2214 Crawfor 2Story IR1 6 12.38422 1370
## 2216 Crawfor 1.5Fin IR1 4 12.14420 930
## 2217 Crawfor 1.5Fin IR1 6 12.30138 854
## 2218 Crawfor 1.5Fin IR1 5 11.84940 728
## 2220 Crawfor 2Story IR1 6 12.46651 1028
## 2221 Crawfor 1Story Reg 6 12.45877 1477
## 2222 Crawfor 2Story Reg 7 12.29911 800
## 2224 Crawfor 1Story IR1 6 12.21106 1560
## 2225 Crawfor 1Story IR1 6 12.27839 1488
## 2226 Blueste 2Story Reg 6 11.72723 516
## 2227 Crawfor 1Story IR2 4 12.04355 1680
## 2228 Blueste 1Story IR1 8 12.20607 1004
## 2229 Crawfor 1Story IR1 7 12.19602 1696
## 2231 Crawfor 1Story IR1 8 12.66033 279
## 2232 IDOTRR 1.5Fin Reg 5 11.65269 793
## 2233 IDOTRR 1.5Fin Reg 6 11.85652 720
## 2234 IDOTRR 1.5Unf Reg 5 11.37366 720
## 2235 IDOTRR 1.5Fin Reg 5 11.77414 936
## 2236 IDOTRR 1.5Fin Reg 4 11.51293 732
## 2238 IDOTRR 1Story Reg 5 11.22791 816
## 2239 IDOTRR 1Story Reg 6 11.68182 1012
## 2241 IDOTRR 1.5Fin Reg 5 11.93164 910
## 2247 Crawfor 1Story IR1 8 12.36734 1573
## 2248 Mitchel SFoyer IR1 6 12.11997 1001
## 2249 Mitchel SFoyer IR1 6 11.95761 888
## 2250 Mitchel 1Story Reg 6 11.80560 1084
## 2251 Mitchel 1Story Reg 5 12.27839 1441
## 2252 Mitchel 1Story IR1 7 12.40901 1409
## 2253 Mitchel 1Story IR1 7 12.25486 1454
## 2254 Mitchel SLvl IR1 7 11.90497 852
## 2255 Mitchel SFoyer IR1 6 11.87060 970
## 2256 Timber 1Story IR1 7 12.40492 1501
## 2257 GrnHill 1Story IR1 7 12.70685 1502
## 2258 Timber 1Story Reg 5 12.04355 1350
## 2259 Timber 1Story Reg 6 12.45683 585
## 2262 Timber 1Story IR1 8 12.49088 1476
## 2265 Timber 1Story Reg 7 12.06681 1265
## 2266 Timber 1.5Fin IR1 7 12.14153 1156
## 2267 Timber 2Story IR1 6 12.22588 872
## 2268 Timber 1Story IR1 8 12.10349 1267
## 2269 Timber SLvl IR1 7 12.14153 868
## 2270 Timber 1Story Reg 8 12.54966 1922
## 2271 Timber 1Story IR1 6 12.08954 1491
## 2272 Timber 1Story Reg 8 12.50618 1616
## 2273 Timber 2Story IR1 7 12.54219 1122
## 2274 Timber 1Story Reg 5 12.13726 1572
## 2277 Timber 2Story IR1 8 12.54687 1094
## 2280 Mitchel SFoyer IR1 6 11.84940 920
## 2281 Mitchel 1Story Reg 4 11.79245 1064
## 2282 Mitchel 1Story Reg 5 11.87060 1632
## 2283 Mitchel 1Story Reg 4 12.03172 1249
## 2284 MeadowV 1Story Reg 5 11.77452 1040
## 2285 MeadowV 1Story Reg 5 11.80560 1142
## 2286 MeadowV 2Story Reg 4 11.35627 546
## 2287 MeadowV SLvl Reg 4 11.57590 530
## 2288 MeadowV 2Story Reg 4 11.44999 546
## 2289 MeadowV 2Story Reg 4 11.22524 546
## 2290 MeadowV SFoyer Reg 4 11.34451 630
## 2291 MeadowV 2Story Reg 4 11.22777 546
## 2292 Mitchel SLvl IR1 6 11.89683 1029
## 2293 Mitchel SFoyer Reg 5 11.94146 923
## 2294 Mitchel SLvl IR1 6 12.14420 1244
## 2296 Mitchel 2Story IR1 5 11.96400 716
## 2297 Mitchel SFoyer Reg 5 11.83501 796
## 2298 Mitchel SFoyer Reg 5 11.77144 768
## 2300 Mitchel 1Story Reg 4 11.77144 845
## 2301 Mitchel 1Story IR2 5 11.81303 1090
## 2302 Mitchel 1Story Reg 5 11.73206 816
## 2303 Mitchel 1Story IR1 5 11.84223 816
## 2305 Mitchel 1Story Reg 5 11.73206 864
## 2306 NAmes 1Story IR1 6 11.91772 1178
## 2307 NAmes 1Story IR1 6 11.96718 1008
## 2308 NAmes 1Story IR1 5 12.03765 1617
## 2310 NAmes 1Story Reg 7 12.16577 1851
## 2311 Gilbert 2Story IR1 6 12.11997 813
## 2312 Gilbert 2Story IR1 7 12.31043 964
## 2313 Gilbert 2Story IR2 6 12.04355 781
## 2314 Gilbert 2Story IR2 6 12.14153 691
## 2315 Gilbert 2Story IR1 6 12.21602 821
## 2316 Gilbert 2Story IR1 6 12.12811 802
## 2319 Gilbert 2Story IR1 8 12.42922 1074
## 2320 Gilbert 2Story IR1 8 12.38798 893
## 2323 StoneBr 2Story IR1 8 12.50618 2062
## 2324 Gilbert 1Story IR1 6 12.11997 1160
## 2325 Gilbert 2Story IR1 6 12.01733 697
## 2326 Gilbert 2Story IR1 7 12.08108 935
## 2327 StoneBr 1Story IR1 8 11.77529 1191
## 2328 StoneBr 2Story IR1 7 12.38422 1064
## 2329 StoneBr 1Story IR1 8 12.52453 1742
## 2338 Gilbert 2Story IR2 5 12.03765 0
## 2339 Gilbert 1Story Reg 5 11.88449 1056
## 2340 StoneBr 1Story Reg 9 12.66981 1714
## 2342 StoneBr 1Story IR1 9 13.06049 1910
## 2343 NWAmes 1Story Reg 7 12.21850 1208
## 2344 NWAmes 1.5Fin IR1 7 12.34148 1204
## 2345 NWAmes 2Story IR1 7 12.36734 795
## 2346 NWAmes 2Story IR1 6 12.15478 796
## 2347 NWAmes SFoyer IR1 6 12.03765 988
## 2348 NWAmes 1Story Reg 7 12.39462 1845
## 2349 NWAmes 2Story Reg 7 12.14897 945
## 2350 NWAmes 1Story Reg 6 12.24289 1686
## 2351 NWAmes 2Story IR1 7 12.42922 1392
## 2352 NWAmes 2Story Reg 6 12.10016 713
## 2353 NWAmes SFoyer IR1 7 12.05525 1047
## 2355 NWAmes SLvl Reg 6 12.12540 675
## 2356 NWAmes 1Story Reg 5 11.94146 1056
## 2357 NWAmes 2Story Reg 7 12.00089 832
## 2358 NWAmes 1Story Reg 6 12.10625 1040
## 2359 NWAmes 1Story Reg 6 11.95118 1103
## 2362 NAmes 1Story IR1 4 11.38509 858
## 2363 NAmes 1Story Reg 4 11.48761 864
## 2364 NAmes 1Story IR2 6 12.15478 1487
## 2365 BrDale 2Story Reg 6 11.56647 525
## 2367 BrDale 2Story Reg 6 11.32660 483
## 2368 BrDale 2Story Reg 6 11.66135 494
## 2370 BrDale 2Story Reg 6 11.67844 672
## 2371 BrDale 2Story Reg 6 11.39639 483
## 2372 BrDale 2Story Reg 6 11.58989 525
## 2373 BrDale 2Story Reg 6 11.45636 483
## 2374 NPkVill 1Story Reg 6 11.89341 1069
## 2375 NAmes 1Story Reg 5 11.88449 943
## 2376 NAmes SFoyer Reg 5 11.71994 864
## 2377 NPkVill 1Story Reg 7 11.83138 1055
## 2378 NPkVill 2Story Reg 6 11.87757 855
## 2379 NridgHt 1Story Reg 9 12.66033 1980
## 2382 NridgHt 1Story Reg 8 12.43718 1618
## 2385 NridgHt 1Story IR1 9 12.93603 1868
## 2386 NridgHt 1Story IR1 9 12.69465 1833
## 2388 NridgHt 2Story Reg 8 12.64110 1117
## 2390 NridgHt 2Story Reg 8 12.52634 1030
## 2396 NridgHt 1Story IR1 9 12.79386 1896
## 2399 NridgHt 1Story IR1 9 12.84265 1780
## 2400 NridgHt 1Story IR1 9 12.83201 1792
## 2402 NridgHt 2Story Reg 8 12.52453 1058
## 2403 NridgHt 2Story IR1 8 12.53897 1420
## 2404 NridgHt 1Story IR1 7 12.13270 1364
## 2405 NridgHt 1Story Reg 9 12.55143 1560
## 2410 NridgHt 1Story IR1 7 12.05380 1405
## 2421 Blmngtn 1Story Reg 7 12.36308 1374
## 2422 Blmngtn 1Story Reg 8 12.27839 1273
## 2423 Blmngtn 1Story Reg 7 12.41710 1368
## 2424 Blmngtn 1Story Reg 7 12.09369 1375
## 2425 Blmngtn 1Story Reg 7 12.32386 1365
## 2428 Blmngtn 1Story Reg 7 12.27135 1362
## 2431 Gilbert 2Story IR3 5 12.16598 732
## 2432 Gilbert 2Story IR1 6 12.11833 783
## 2433 Gilbert 2Story IR1 8 12.08954 707
## 2434 Gilbert 2Story IR1 7 12.21350 848
## 2435 Gilbert 2Story IR1 8 12.34801 1406
## 2436 Gilbert 2Story Reg 7 12.10071 783
## 2437 Gilbert 2Story IR1 6 12.05757 953
## 2438 Gilbert 2Story IR1 6 12.27839 982
## 2439 Gilbert 2Story IR1 7 12.20557 930
## 2440 Gilbert 2Story IR1 6 12.06105 959
## 2442 Gilbert 2Story IR1 7 12.34583 975
## 2443 NoRidge 2Story Reg 8 12.75996 1396
## 2444 NoRidge 2Story IR1 8 12.56375 1044
## 2445 NoRidge 2Story Reg 8 12.61154 1160
## 2446 NoRidge 2Story IR1 10 13.34551 1930
## 2447 NoRidge 2Story IR1 9 12.91164 1540
## 2448 NoRidge 2Story IR1 8 12.54254 1086
## 2450 NoRidge 2Story IR1 8 12.76569 1342
## 2451 NoRidge 2Story IR1 9 13.27851 1733
## 2452 NoRidge 2Story IR1 8 12.67920 1290
## 2453 NoRidge 2Story Reg 8 12.57764 1165
## 2454 NoRidge 2Story IR1 8 12.66033 1286
## 2459 Somerst 1Story Reg 7 12.35449 1616
## 2466 Somerst 2Story Reg 6 12.21019 858
## 2469 Somerst 1Story Reg 7 12.07824 1257
## 2471 SawyerW 1Story IR1 6 11.84582 1142
## 2476 SawyerW 2Story Reg 7 12.12269 891
## 2477 SawyerW 2Story IR1 7 12.12757 784
## 2478 SawyerW 2Story IR1 6 12.13886 941
## 2479 SawyerW 2Story Reg 6 12.07767 761
## 2480 SawyerW 2Story IR2 6 12.42320 836
## 2481 SawyerW 1Story Reg 6 12.05525 1398
## 2482 SawyerW 1Story Reg 6 11.92504 1217
## 2483 SawyerW 2Story IR1 6 11.91839 636
## 2484 SawyerW 1Story Reg 4 11.58058 1056
## 2486 Sawyer 1Story Reg 5 11.77144 988
## 2488 Sawyer 1.5Fin Reg 6 11.69107 0
## 2490 Sawyer SLvl IR1 6 11.92504 506
## 2491 Sawyer 1Story IR1 5 11.74404 984
## 2492 Sawyer 1Story Reg 5 11.66135 882
## 2493 Sawyer 1Story IR1 5 11.80186 925
## 2494 Sawyer 1Story IR1 5 11.70251 1024
## 2495 Sawyer 1Story IR1 5 11.82774 935
## 2496 Sawyer 1Story IR1 5 11.72804 912
## 2497 Sawyer 1Story Reg 5 11.81303 912
## 2498 Sawyer 1Story IR1 5 11.76912 912
## 2500 NoRidge 2Story Reg 8 12.46844 1288
## 2501 NoRidge 2Story Reg 8 12.71890 1334
## 2503 NoRidge 2Story IR1 7 12.49874 1095
## 2504 NoRidge 1Story Reg 8 12.47610 1624
## 2505 Somerst 1Story Reg 7 12.08051 1143
## 2506 Somerst 1Story IR1 8 12.19096 1247
## 2507 Somerst 2Story Reg 7 11.92504 600
## 2508 Somerst 2Story Reg 7 11.90091 600
## 2509 Somerst 2Story Reg 7 11.91772 600
## 2511 Somerst 2Story Reg 6 12.01974 756
## 2512 Somerst 2Story Reg 7 12.12215 691
## 2513 Somerst 2Story Reg 7 12.01370 673
## 2514 Somerst 2Story IR1 7 11.84223 530
## 2515 Somerst 2Story IR1 7 12.20607 569
## 2516 Somerst 1Story IR1 8 12.30592 1568
## 2517 Veenker 1Story IR1 8 12.50618 1494
## 2518 Veenker 1Story IR1 6 12.01370 1208
## 2519 Greens 1Story IR1 8 12.27373 1235
## 2520 Greens 1Story IR1 8 12.14420 1036
## 2521 Greens 1Story IR1 8 12.15478 1226
## 2522 Greens 1Story IR1 8 12.04355 1226
## 2523 Veenker 1Story IR1 9 12.86100 1842
## 2524 NWAmes 1Story IR1 5 11.89478 1153
## 2525 NWAmes SLvl IR1 7 12.04355 570
## 2526 NWAmes 1Story IR2 7 12.47801 1568
## 2527 NWAmes 2Story Reg 6 12.10016 708
## 2528 NWAmes 2Story IR1 6 12.42922 1054
## 2530 NWAmes 1Story Reg 7 12.01067 1334
## 2531 NWAmes 1Story Reg 7 11.84940 1164
## 2532 NAmes SLvl Reg 5 11.81673 980
## 2533 NAmes 1Story Reg 5 11.86358 1051
## 2534 NAmes 2Story Reg 5 11.95118 900
## 2536 NAmes 1Story Reg 5 11.83863 1052
## 2537 NAmes SFoyer Reg 5 11.84940 833
## 2538 NAmes 1Story IR1 5 11.73126 1051
## 2539 NAmes SLvl Reg 5 11.97035 1141
## 2540 NAmes 1Story Reg 5 11.89136 864
## 2541 NWAmes 2Story IR1 6 12.15478 825
## 2542 NAmes 1Story IR1 5 11.82408 1050
## 2543 NAmes 1Story Reg 5 11.77452 864
## 2544 NAmes 1Story Reg 5 11.88449 1626
## 2546 NAmes 1Story Reg 6 11.98293 1251
## 2547 NAmes 1Story IR1 6 12.02575 1008
## 2548 NAmes 2Story Reg 5 11.96718 720
## 2549 NAmes SLvl Reg 6 11.84940 588
## 2551 NAmes 1Story Reg 5 11.92834 1248
## 2552 NAmes 1Story Reg 6 11.77375 816
## 2553 NAmes 1Story IR1 5 11.82774 1008
## 2554 NAmes 1Story Reg 5 11.82774 938
## 2556 BrkSide 1Story IR1 4 11.35627 440
## 2557 BrkSide 1Story IR1 4 11.28853 600
## 2558 BrkSide 1.5Fin IR1 5 11.75194 504
## 2561 NAmes 1Story Reg 5 11.81303 1056
## 2563 NAmes 1.5Fin Reg 6 11.79810 806
## 2565 NAmes 1Story Reg 5 11.70355 936
## 2566 NAmes 1Story IR1 5 11.68688 1584
## 2567 NAmes SLvl IR1 6 12.05525 1246
## 2569 NAmes 2Story Reg 7 12.32829 924
## 2572 NAmes 1Story IR1 6 11.81303 1008
## 2573 NAmes SLvl Reg 5 11.79434 1106
## 2574 NAmes SLvl Reg 5 11.87060 1144
## 2575 NAmes 1Story Reg 5 11.79056 1179
## 2576 NAmes 1Story Reg 6 11.88621 1383
## 2577 NAmes 1Story IR1 6 11.99535 1121
## 2578 NAmes SLvl Reg 5 11.90497 1058
## 2579 NAmes 1Story IR1 5 11.85652 1092
## 2580 NAmes 1Story Reg 6 11.93819 1124
## 2582 NAmes SFoyer IR1 5 11.82012 943
## 2584 NAmes 1Story Reg 6 11.84940 1367
## 2585 NAmes 1Story Reg 5 11.84582 1008
## 2586 NAmes 1Story Reg 6 11.95118 216
## 2588 NAmes 1Story Reg 5 11.80186 1005
## 2589 NAmes 1Story Reg 5 11.73607 1056
## 2590 NAmes 1Story Reg 5 11.86358 884
## 2594 NAmes 1.5Fin Reg 6 11.75194 784
## 2596 OldTown 1Story Reg 3 11.51092 713
## 2597 OldTown 1Story Reg 5 11.66993 833
## 2599 NAmes 1Story Reg 3 11.12726 715
## 2600 OldTown 1.5Fin Reg 4 11.37251 448
## 2601 OldTown 1Story Reg 5 11.69525 1120
## 2602 OldTown 2Story Reg 6 11.95440 663
## 2604 OldTown 1.5Fin Reg 3 11.56172 672
## 2608 NAmes SLvl Reg 5 11.98262 1024
## 2609 NAmes SLvl Reg 6 12.01370 1083
## 2610 NAmes 1.5Fin IR1 6 11.97666 912
## 2611 NAmes 1Story Reg 6 11.89819 1135
## 2613 NAmes 1Story Reg 6 11.97980 655
## 2615 NAmes 1Story IR1 5 11.77452 816
## 2617 NAmes 1Story Reg 7 11.96718 0
## 2618 NAmes 2Story IR1 7 12.53358 1438
## 2619 NAmes 1Story IR1 5 12.24289 1484
## 2622 NAmes 1Story Reg 5 11.60368 0
## 2623 NAmes 1Story Reg 4 11.60733 0
## 2624 NAmes 1Story Reg 5 11.80335 1040
## 2625 NAmes 1Story Reg 3 11.30713 0
## 2626 NAmes 1Story Reg 3 11.37939 0
## 2627 NAmes 1Story Reg 3 11.44572 0
## 2628 NAmes 1Story Reg 5 11.68688 1556
## 2629 NAmes 1Story Reg 5 11.85652 1150
## 2630 NAmes 1Story Reg 5 11.89136 1150
## 2631 NAmes 2Story Reg 6 11.95118 660
## 2632 NAmes SFoyer IR1 5 11.80932 925
## 2633 NAmes 1Story Reg 7 11.69525 1045
## 2634 NAmes 1Story Reg 5 11.56172 864
## 2635 NAmes SFoyer Reg 5 11.72804 1025
## 2636 OldTown 2Story Reg 5 12.03765 716
## 2637 OldTown 2Story Reg 4 11.58058 686
## 2638 OldTown 1.5Fin Reg 5 11.81303 1212
## 2639 OldTown 1.5Fin Reg 4 11.62178 1147
## 2640 OldTown 1.5Fin Reg 6 11.96081 780
## 2641 OldTown 2Story Reg 7 12.08954 728
## 2642 OldTown 2Story Reg 7 11.84868 712
## 2643 OldTown 2Story Reg 7 11.56172 502
## 2644 OldTown 1Story Reg 6 11.60824 813
## 2645 OldTown 1.5Fin Reg 4 11.62178 938
## 2647 OldTown 1Story Reg 5 11.62178 844
## 2649 OldTown 1Story Reg 4 11.56172 576
## 2650 OldTown 1.5Fin Reg 6 11.66135 648
## 2651 OldTown 2Story Reg 3 11.48143 738
## 2652 OldTown 1Story Reg 5 11.81673 960
## 2653 OldTown 1.5Fin Reg 5 11.84223 816
## 2654 OldTown 1Story Reg 3 11.02679 492
## 2655 OldTown 1.5Fin Reg 6 11.69525 770
## 2656 OldTown 1Story Reg 3 11.74543 1162
## 2657 OldTown 1Story Reg 3 11.06664 798
## 2658 OldTown 2Story Reg 6 11.82774 1020
## 2660 OldTown 2.5Unf Reg 7 12.00151 880
## 2661 OldTown 2.5Unf Reg 7 11.95118 1226
## 2662 OldTown 1.5Fin Reg 5 11.27720 540
## 2663 OldTown 2.5Unf IR1 7 11.87757 815
## 2664 OldTown 2Story Reg 6 11.64837 684
## 2665 OldTown 2Story Reg 7 11.96400 596
## 2666 OldTown 1Story Reg 6 11.73607 1200
## 2667 OldTown 2.5Fin IR2 10 13.07107 1107
## 2668 OldTown 2Story Reg 5 11.44572 624
## 2669 OldTown 1Story Reg 5 11.73607 960
## 2672 BrkSide 1.5Fin Reg 6 11.85083 972
## 2673 BrkSide 2Story IR1 6 12.21850 848
## 2674 BrkSide 1.5Fin Reg 6 11.97666 1004
## 2675 OldTown 1.5Fin Reg 5 11.69441 793
## 2676 BrkSide 1.5Fin Reg 6 11.64833 816
## 2677 BrkSide 1.5Fin Reg 5 11.65269 896
## 2680 BrkSide 1.5Fin Reg 4 11.29601 0
## 2681 BrkSide 1.5Fin Reg 5 11.91170 1042
## 2682 BrkSide 1.5Fin Reg 5 11.60824 741
## 2683 OldTown 1Story Reg 6 11.61277 1103
## 2684 BrkSide 1Story Reg 5 11.39639 616
## 2685 BrkSide 1.5Unf Reg 5 11.63514 993
## 2686 BrkSide 1Story IR2 5 11.59910 816
## 2687 OldTown 1.5Fin IR3 6 12.30138 1595
## 2688 BrkSide 1Story Reg 4 11.76757 960
## 2689 OldTown 1.5Fin Reg 6 11.66993 485
## 2690 OldTown 1Story IR1 4 10.86857 693
## 2692 IDOTRR 2Story Reg 5 11.66565 396
## 2694 IDOTRR 1.5Fin Reg 6 11.69107 780
## 2695 IDOTRR 1.5Fin Reg 5 11.74006 803
## 2696 IDOTRR 1Story Reg 3 11.41861 1007
## 2697 IDOTRR 1.5Fin Reg 6 11.34451 520
## 2698 IDOTRR 1Story Reg 6 11.40756 984
## 2699 Sawyer 1.5Fin Reg 5 11.83138 806
## 2700 Sawyer 1Story Reg 6 11.91839 1921
## 2703 Edwards 1Story Reg 5 11.73607 0
## 2704 SWISU 1Story IR1 5 11.28978 830
## 2705 SWISU 1Story Reg 7 11.96400 1073
## 2706 Sawyer 1Story Reg 4 11.90497 1051
## 2707 Sawyer 1Story Reg 4 11.40756 0
## 2708 Sawyer 1Story Reg 6 11.94795 1059
## 2709 Sawyer 1Story IR1 5 11.94211 1064
## 2711 Sawyer SLvl IR1 6 11.79056 912
## 2713 Sawyer 1Story IR1 5 11.97035 1051
## 2714 Sawyer 2Story Reg 6 11.91505 672
## 2715 Sawyer 1Story IR1 5 12.01370 1176
## 2717 Sawyer SLvl IR1 6 11.98605 960
## 2718 Sawyer 1Story IR1 5 11.96081 1967
## 2719 Sawyer 1Story Reg 5 11.96400 1949
## 2720 Sawyer 1.5Fin Reg 5 12.05815 1052
## 2724 Sawyer SLvl IR1 4 11.88449 648
## 2726 ClearCr 1Story Reg 7 12.53538 1865
## 2727 ClearCr 1Story Reg 5 12.00762 1000
## 2728 ClearCr 1.5Fin Reg 7 12.32386 1304
## 2729 Sawyer SFoyer Reg 5 11.77529 782
## 2730 Sawyer 1Story IR1 5 11.86710 864
## 2731 ClearCr 1.5Fin Reg 7 11.90767 430
## 2733 Edwards 1Story Reg 4 11.89136 967
## 2735 Edwards 2Story Reg 5 12.32386 896
## 2737 Edwards 2Story Reg 6 12.36734 672
## 2738 Edwards 2.5Unf Reg 6 12.93603 1836
## 2740 Edwards 1Story Reg 5 11.81303 0
## 2741 Edwards 1Story Reg 5 11.82774 1057
## 2742 Edwards 1.5Fin Reg 6 11.82701 994
## 2743 Edwards 1.5Fin Reg 6 11.91772 1000
## 2744 Edwards 1Story IR1 5 11.72400 980
## 2746 Edwards 1.5Fin Reg 5 11.42409 810
## 2747 SawyerW 1Story Reg 6 12.10071 1298
## 2749 SawyerW 2Story IR1 8 12.27839 777
## 2750 SawyerW SFoyer Reg 6 12.32163 1344
## 2759 CollgCr 1Story Reg 7 12.46844 1734
## 2762 CollgCr 1Story Reg 7 12.32386 1614
## 2763 CollgCr 2Story IR1 7 12.10625 784
## 2765 ClearCr 1Story IR1 5 12.15478 1624
## 2766 ClearCr SLvl IR1 6 12.10071 938
## 2767 ClearCr 1Story IR1 7 12.54254 1533
## 2769 CollgCr SFoyer IR1 5 11.90497 870
## 2770 CollgCr 1Story Reg 5 11.88449 1100
## 2771 CollgCr 2Story IR1 6 12.13886 781
## 2772 CollgCr 1Story IR1 7 12.17045 1425
## 2773 CollgCr 1Story IR2 5 11.95761 990
## 2774 CollgCr 1Story Reg 7 12.36734 1525
## 2775 CollgCr 1Story IR1 6 12.28765 1479
## 2776 CollgCr 1Story IR1 7 12.27373 1588
## 2777 CollgCr 2Story IR1 7 12.18587 842
## 2778 CollgCr 2Story IR1 7 12.28765 951
## 2779 CollgCr 2Story IR1 7 12.20607 916
## 2780 CollgCr 2Story IR1 7 12.16785 936
## 2781 CollgCr 1Story IR1 7 12.23077 1541
## 2782 CollgCr SLvl IR1 5 11.79434 911
## 2783 CollgCr 2Story IR1 6 11.96718 675
## 2784 CollgCr SLvl IR1 6 12.06681 995
## 2785 CollgCr 1Story IR1 5 11.76368 971
## 2786 CollgCr 1Story IR1 5 11.76368 864
## 2788 CollgCr 1Story Reg 5 11.69441 864
## 2789 Landmrk 2Story IR1 6 11.82774 630
## 2790 CollgCr 2Story Reg 8 12.44902 1065
## 2791 CollgCr 2Story IR1 7 12.31043 826
## 2792 CollgCr 2Story IR2 6 12.27373 840
## 2793 CollgCr 1Story Reg 8 12.30138 1348
## 2794 CollgCr 1Story IR2 8 12.52453 1753
## 2795 CollgCr 2Story Reg 7 12.19096 872
## 2796 CollgCr 1Story Reg 7 12.34583 1654
## 2797 CollgCr 2Story IR1 8 12.50061 1090
## 2798 CollgCr 2Story IR2 7 12.25914 1065
## 2799 CollgCr 2Story IR1 7 12.33271 1054
## 2800 CollgCr 2Story Reg 7 12.37582 930
## 2801 CollgCr 2Story Reg 7 12.52198 1108
## 2802 CollgCr 1Story Reg 7 12.28690 1860
## 2803 CollgCr 1Story Reg 6 11.79810 848
## 2804 CollgCr 1Story Reg 6 11.95697 848
## 2806 CollgCr 1Story Reg 7 12.24047 1390
## 2807 CollgCr 2Story IR2 7 12.18075 847
## 2808 CollgCr 1Story Reg 6 12.20607 1682
## 2810 CollgCr 2Story Reg 7 12.18485 784
## 2812 CollgCr 2Story IR1 7 12.18842 860
## 2818 Edwards 1Story Reg 5 11.91772 1466
## 2819 Edwards 1Story Reg 4 11.53273 836
## 2820 Edwards SFoyer IR1 6 11.75587 976
## 2821 Edwards SFoyer IR1 6 11.75587 945
## 2823 Edwards 2Story Reg 7 12.18842 796
## 2824 Edwards 1Story Reg 6 11.67206 914
## 2825 Edwards 2Story IR1 7 12.34148 1150
## 2826 Edwards SLvl Reg 5 11.88449 547
## 2834 Edwards 1.5Fin Reg 4 11.49170 624
## 2835 Edwards 1.5Fin Reg 6 11.42954 832
## 2837 Edwards 1.5Fin Reg 5 11.30220 658
## 2838 Edwards 1.5Fin Reg 5 11.56076 784
## 2839 Edwards 1Story Reg 5 11.65269 864
## 2841 Edwards 1.5Fin Reg 5 11.66135 686
## 2843 SWISU 2.5Fin Reg 4 11.68267 795
## 2846 SWISU 2Story Reg 5 11.98293 686
## 2847 SWISU 1.5Fin Reg 6 11.84940 940
## 2848 SWISU 1.5Fin Reg 5 11.82774 1058
## 2850 SWISU 2Story Reg 7 11.98293 624
## 2851 Crawfor 2Story Reg 5 11.84142 747
## 2852 SWISU 2Story Reg 6 11.91170 755
## 2853 SWISU 1.5Fin Reg 5 11.53273 1008
## 2855 Crawfor 2Story Reg 7 12.20657 793
## 2856 SWISU 1.5Fin Reg 5 11.78295 992
## 2857 SWISU 1.5Fin Reg 5 11.62625 824
## 2860 Crawfor 2Story IR1 8 12.34583 792
## 2861 Crawfor 1.5Fin Reg 5 12.17561 901
## 2862 Crawfor 1Story Reg 4 11.83138 700
## 2863 Crawfor 1.5Fin IR1 7 12.42922 1017
## 2864 Crawfor 1.5Fin IR1 7 12.29225 1022
## 2865 Crawfor 2Story IR1 6 12.38422 952
## 2866 Crawfor 2Story IR1 7 12.20357 637
## 2867 Crawfor 2Story IR1 6 12.25486 697
## 2869 Crawfor 1Story Reg 5 12.28995 1430
## 2870 Crawfor 2Story Reg 5 12.45683 1168
## 2871 Crawfor 1Story Reg 5 11.96400 1165
## 2872 Crawfor 1Story IR1 6 12.31493 1844
## 2873 IDOTRR 1Story Reg 5 11.53273 976
## 2874 IDOTRR 1.5Fin Reg 6 11.88724 861
## 2876 IDOTRR 1Story Reg 4 11.35041 641
## 2878 IDOTRR 1.5Fin Reg 6 11.84223 967
## 2885 Crawfor 1Story IR1 8 12.61154 1594
## 2886 Mitchel 1Story IR1 6 12.39876 1625
## 2887 Mitchel 1Story Reg 6 11.88449 1664
## 2888 Mitchel 1Story Reg 8 12.25009 1491
## 2889 Mitchel SFoyer Reg 6 11.81303 975
## 2890 Mitchel SLvl Reg 6 11.90497 1128
## 2891 Mitchel 1Story Reg 7 12.04942 1907
## 2892 Timber 2Story IR1 7 12.72189 1210
## 2893 GrnHill 1Story IR1 7 12.34583 0
## 2895 Timber 1Story IR1 8 12.33710 1686
## 2896 Timber 1Story IR1 6 12.07824 1112
## 2897 Timber 1Story IR1 7 12.10071 1309
## 2898 Timber 2Story IR2 7 12.42922 1216
## 2899 Timber 1Story IR1 6 12.21602 1381
## 2900 Timber 1Story Reg 8 12.65236 1800
## 2905 Mitchel SFoyer Reg 7 12.27839 1288
## 2906 Mitchel 1Story Reg 6 12.00762 1216
## 2907 Mitchel 1Story Reg 6 11.94146 1237
## 2909 MeadowV 2Story Reg 5 11.55694 264
## 2910 MeadowV 2Story Reg 5 11.75194 757
## 2912 Mitchel 1Story IR1 5 11.74800 864
## 2913 Mitchel 1Story IR1 5 11.89478 1652
## 2914 MeadowV SFoyer Reg 4 11.19821 630
## 2915 MeadowV 2Story Reg 4 11.28225 546
## 2916 Mitchel 1Story Reg 5 11.84940 1104
## 2919 MeadowV 2Story Reg 4 11.28351 546
## 2920 MeadowV 2Story Reg 4 11.41311 546
## 2922 Mitchel 1Story IR1 6 11.92437 1728
## 2923 Mitchel 1Story Reg 5 12.14420 1728
## 2924 Mitchel 1Story Reg 5 11.98293 1126
## 2926 Mitchel SLvl IR1 6 11.86710 1003
## 2927 Mitchel 1Story IR1 5 11.78295 864
## 2928 Mitchel SFoyer Reg 5 11.79056 912
## 2929 Mitchel 1Story Reg 5 12.04355 1389
## 2930 Mitchel 2Story Reg 7 12.14420 996
## HouseStyle.1 Zoning LotShape.1 SaleCondition Functional LotArea.1 SubClass
## 1 1Story RL IR1 Normal Typ 31770 20
## 2 1Story RH Reg Normal Typ 11622 20
## 3 1Story RL IR1 Normal Typ 14267 20
## 4 1Story RL Reg Normal Typ 11160 20
## 5 2Story RL IR1 Normal Typ 13830 60
## 6 2Story RL IR1 Normal Typ 9978 60
## 7 1Story RL Reg Normal Typ 4920 120
## 8 1Story RL IR1 Normal Typ 5005 120
## 9 1Story RL IR1 Normal Typ 5389 120
## 10 2Story RL Reg Normal Typ 7500 60
## 11 2Story RL IR1 Normal Typ 10000 60
## 12 1Story RL IR1 Normal Typ 7980 20
## 13 2Story RL IR1 Normal Typ 8402 60
## 14 1Story RL Reg Normal Typ 10176 20
## 15 1Story RL IR1 Normal Typ 6820 120
## 17 1.5Fin RL IR1 Normal Typ 12134 50
## 19 1Story RL Reg Normal Typ 19138 20
## 21 1Story RL IR1 Normal Typ 11751 20
## 22 SFoyer RL Reg Family Typ 10625 85
## 23 2Story FV Reg Normal Typ 7500 60
## 24 1Story RL IR1 Normal Typ 11241 20
## 25 1Story RL IR1 Normal Typ 12537 20
## 26 1Story RL Reg Normal Typ 8450 20
## 27 1Story RL Reg Normal Typ 8400 20
## 28 1Story RL Reg Normal Typ 10500 20
## 29 1Story RH IR1 Normal Typ 5858 120
## 30 2Story RM Reg Normal Typ 1680 160
## 31 2Story RM Reg Normal Typ 1680 160
## 32 2Story RM Reg Family Typ 1680 160
## 33 1Story RL Reg Normal Typ 4043 120
## 34 2Story RL Reg Normal Typ 2280 160
## 35 1Story RL Reg Normal Typ 2280 120
## 36 2Story RL Reg Normal Typ 2280 160
## 38 1Story RL Reg Normal Typ 11478 20
## 42 1Story RL Reg Normal Typ 11520 20
## 43 1Story RL IR1 Normal Typ 14122 20
## 44 1Story RL IR1 Normal Typ 10171 20
## 47 1Story RL Reg Normal Typ 14300 20
## 48 2Story RL Reg Normal Typ 13650 60
## 49 1Story RL Reg Normal Typ 7658 120
## 50 1Story RL IR1 Normal Typ 7132 120
## 51 2Story RL Reg Normal Typ 2628 160
## 52 1Story RL IR1 Normal Typ 18494 20
## 53 1Story RL Reg Normal Typ 3203 120
## 54 1Story RL Reg Normal Typ 3182 120
## 55 SLvl RL IR1 Normal Typ 13300 80
## 56 2Story RL Reg Normal Typ 7851 60
## 57 2Story RL IR1 Normal Typ 8577 60
## 58 SLvl RL IR1 Normal Typ 7750 80
## 59 2Story RL IR1 Normal Typ 9505 60
## 60 2Story RL IR1 Normal Typ 14774 60
## 61 2Story RL IR2 Normal Typ 17433 60
## 62 1Story RL IR1 Normal Typ 10593 20
## 63 2Story RL IR1 Normal Typ 12256 60
## 64 2Story RL IR1 Normal Typ 11764 60
## 65 2Story RL IR2 Normal Typ 16770 60
## 66 1.5Fin RL IR1 Normal Typ 14720 50
## 67 1Story RL Reg Normal Typ 8987 20
## 69 2Story FV Reg Normal Typ 8640 60
## 70 1Story FV Reg Normal Typ 9000 20
## 71 2Story FV Reg Normal Typ 12552 60
## 72 1Story FV Reg Normal Typ 10440 20
## 73 2Story RL IR1 Normal Typ 10142 60
## 74 2Story RL Reg Normal Typ 11920 60
## 75 2Story RL IR1 Normal Typ 8880 60
## 76 1Story RL Reg Normal Typ 8012 120
## 77 2Story RL Reg Normal Typ 11218 60
## 78 1Story RL Reg Normal Typ 7892 120
## 79 1Story RL Reg Normal Typ 7175 120
## 80 2Story RL IR1 Normal Typ 9453 60
## 81 1Story RL Reg Normal Typ 9672 20
## 82 2Story RL Reg Normal Typ 8400 60
## 83 1Story RH Reg Normal Typ 9800 30
## 84 1.5Fin RM Reg Normal Typ 8930 90
## 86 1Story RL Reg Normal Typ 8450 20
## 87 1Story RL IR1 Normal Typ 9819 20
## 88 1Story RL Reg Normal Typ 7500 20
## 89 1Story RL IR1 Normal Typ 6897 20
## 91 2Story RL IR1 Normal Typ 10186 60
## 92 2Story RL IR1 Normal Typ 13143 60
## 93 2Story RL Reg Normal Typ 11134 60
## 94 1Story FV IR1 Normal Typ 4835 120
## 95 2Story FV Reg Normal Typ 3515 160
## 96 2Story FV Reg Normal Typ 3215 160
## 97 2Story FV Reg Normal Typ 3182 160
## 98 2Story FV Reg Normal Typ 2544 160
## 99 2Story FV Reg Normal Typ 2544 160
## 101 2Story FV Reg Normal Typ 2117 160
## 102 2Story FV Reg Normal Typ 2980 160
## 103 2Story FV Reg Normal Typ 2572 160
## 104 2Story FV IR1 Normal Typ 2403 160
## 106 2Story FV IR1 Normal Typ 7379 60
## 107 1Story RL IR1 Normal Typ 4420 120
## 108 1Story RL IR1 Normal Typ 3880 120
## 109 2Story RL IR1 Normal Typ 13517 60
## 110 1Story FV Reg Normal Typ 8000 20
## 111 1Story RL IR1 Normal Typ 10456 20
## 112 2Story RL Reg Normal Typ 10791 60
## 113 1Story RL IR1 Normal Typ 10603 20
## 114 1.5Fin RL IR1 Normal Typ 18837 50
## 115 2Story RL Reg Normal Typ 10421 60
## 116 1Story RL Reg Normal Typ 9360 20
## 117 2Story RL Reg Normal Typ 9600 60
## 118 1Story RL Reg Normal Typ 9600 20
## 119 1Story RL Reg Normal Typ 9790 20
## 120 1Story RL IR1 Normal Typ 9320 20
## 121 1Story RL Reg Normal Typ 9900 20
## 122 1Story RL Reg Normal Typ 9680 20
## 123 SLvl RL IR1 Family Typ 10600 80
## 124 SLvl RL IR1 Normal Typ 14112 80
## 127 1Story RL Reg Normal Typ 9717 20
## 129 1.5Fin RL Reg Normal Typ 17360 50
## 130 1Story RL IR1 Normal Typ 7207 20
## 132 1Story RL Reg Normal Typ 9920 20
## 133 SLvl RL Reg Normal Typ 9600 80
## 134 1Story RL Reg Normal Typ 7800 20
## 135 SFoyer RL IR1 Normal Typ 11380 85
## 136 2Story RL Reg Normal Typ 11600 90
## 139 1Story RL Reg Normal Typ 8267 90
## 140 1Story RL Reg Normal Typ 8197 20
## 141 1Story RL IR1 Normal Typ 8050 20
## 142 1Story RL IR1 Normal Typ 10552 20
## 143 1Story RL Reg Normal Typ 8400 20
## 144 1Story RL Reg Normal Typ 8760 20
## 146 1Story RL Reg Normal Typ 9300 20
## 147 1Story RL IR1 Normal Typ 10725 20
## 148 1Story RL Reg Normal Typ 10032 20
## 149 1.5Fin RL Reg Normal Typ 8382 50
## 150 1Story RL Reg Normal Typ 10950 20
## 151 1Story RL Reg Normal Typ 10895 20
## 154 1Story RL Reg Normal Typ 7898 30
## 156 1Story RL Reg Normal Typ 10200 20
## 157 1Story RL Reg Normal Typ 5868 20
## 159 SFoyer RL Reg Normal Typ 6979 90
## 160 1Story RL IR1 Normal Typ 9830 20
## 161 SLvl RL Reg Normal Typ 11275 80
## 162 1.5Fin RL Reg Normal Typ 8064 50
## 163 1Story RL Reg Normal Typ 7500 20
## 164 1.5Fin RL Reg Normal Typ 8520 50
## 165 1Story RL Reg Normal Typ 7200 20
## 166 1Story RL IR1 Normal Typ 10000 20
## 167 1Story RL IR1 Normal Typ 7635 20
## 169 2Story RL Reg Normal Typ 7700 60
## 172 1Story RM Reg Normal Typ 4485 30
## 173 1Story RM Reg Normal Typ 8960 30
## 174 1Story RM Reg Normal Typ 5805 20
## 175 2Story RM Reg Normal Typ 5790 50
## 176 1Story RM Reg Normal Typ 4608 30
## 178 1.5Fin RM Reg Normal Typ 5500 50
## 179 1.5Fin RM Reg Normal Typ 6900 45
## 180 1.5Fin RM Reg Normal Typ 11851 50
## 181 1.5Fin RM Reg Normal Typ 8239 50
## 183 1Story RM Reg Normal Typ 8520 30
## 185 1.5Fin RM Reg Normal Typ 10800 50
## 186 2Story RM Reg Normal Typ 9000 70
## 188 1Story RM Reg Normal Typ 7407 20
## 189 2Story RM Reg Normal Typ 7740 70
## 190 2Story RM Reg Normal Typ 11340 190
## 192 1.5Fin RM Reg Normal Typ 5830 50
## 193 2.5Unf RL IR1 Normal Typ 7793 75
## 194 1Story RM Reg Normal Typ 5000 30
## 196 1.5Fin RM Reg Normal Typ 6000 50
## 198 1.5Fin RM Reg Normal Typ 6000 50
## 199 1.5Fin RM Reg Normal Typ 6240 50
## 200 1.5Fin RM Reg Normal Typ 6240 50
## 201 1Story RM Reg Normal Typ 6120 30
## 202 2Story RM IR1 Normal Typ 10300 70
## 203 1.5Fin RM Reg Normal Typ 8094 50
## 204 2Story RM Reg Normal Typ 12900 70
## 205 2Story RM Reg Normal Typ 3068 70
## 206 1Story RM IR2 Normal Typ 8472 90
## 208 2Story RM Reg Normal Typ 7630 190
## 209 2Story RL Reg Normal Typ 24090 70
## 210 1Story RL IR1 Normal Typ 15263 20
## 212 1.5Fin RL Reg Normal Typ 9900 190
## 213 1.5Fin RL IR1 Normal Typ 6001 50
## 215 1.5Fin RH Reg Normal Typ 6048 190
## 216 1.5Fin RL Reg Normal Typ 6342 50
## 217 1Story RL Reg Normal Typ 10773 90
## 218 1Story RL Reg Normal Typ 10778 90
## 219 1Story RL Reg Normal Typ 11625 190
## 221 1Story RL Reg Normal Typ 8521 20
## 222 1Story RL IR1 Normal Typ 8246 20
## 223 1Story RL Reg Normal Typ 7800 20
## 224 2Story RL Reg Normal Typ 9364 60
## 225 1Story RL Reg Normal Typ 7832 20
## 226 SFoyer RL IR1 Normal Typ 7424 90
## 227 2Story RL Reg Normal Typ 11227 60
## 229 2Story RL Reg Normal Typ 14000 60
## 230 1Story RL IR1 Normal Typ 20062 20
## 231 1Story RL Reg Normal Typ 9259 30
## 233 1Story RL Reg Normal Typ 23595 40
## 234 2Story RL IR1 Normal Typ 17082 60
## 235 1.5Fin RL Reg Normal Typ 18600 50
## 237 1Story RL Reg Normal Typ 11479 20
## 238 1Story RL Reg Normal Typ 9571 20
## 239 1.5Fin RL Reg Normal Typ 9350 50
## 240 1Story RL Reg Normal Typ 9525 20
## 241 1Story RL Reg Normal Typ 10420 20
## 243 1Story RL IR1 Normal Typ 11200 20
## 245 2Story RL Reg Normal Typ 9206 60
## 246 1Story RL Reg Normal Typ 11980 20
## 247 2Story RL IR1 Normal Typ 12361 60
## 248 2Story RL Reg Normal Typ 9938 60
## 249 SFoyer RL Reg Normal Typ 9069 85
## 250 1Story RL IR1 Normal Typ 10475 20
## 251 1Story RL Reg Normal Typ 6762 20
## 252 1Story RL IR1 Normal Typ 10402 20
## 253 1Story RL Reg Normal Typ 7360 20
## 254 2Story RL Reg Normal Typ 12376 60
## 255 1.5Fin RL IR1 Normal Typ 14235 50
## 256 SLvl RL Reg Normal Typ 8816 80
## 257 SFoyer RL Reg Normal Typ 11105 85
## 258 2Story RL IR1 Normal Typ 9337 60
## 259 2Story RL Reg Normal Typ 8750 60
## 260 1Story RL IR1 Normal Typ 15240 20
## 261 2Story RL IR1 Normal Typ 10900 60
## 262 1Story RL Reg Normal Typ 10650 20
## 263 1Story RL Reg Normal Typ 7480 20
## 264 1Story RL Reg Normal Typ 10389 20
## 265 1Story RL Reg Normal Typ 11423 20
## 266 2Story RL IR1 Normal Typ 9548 60
## 267 2Story RL Reg Normal Typ 9375 60
## 268 1Story RL IR2 Normal Typ 12137 20
## 269 1Story RM Reg Normal Typ 4435 120
## 270 1Story RM Reg Normal Typ 4426 120
## 271 1Story RL IR2 Normal Typ 10635 20
## 272 1Story RL Reg Normal Typ 8400 20
## 273 1Story RL Reg Normal Typ 8773 20
## 276 1Story RL Reg Normal Typ 9825 90
## 277 1Story RL IR1 Normal Typ 10044 20
## 279 SLvl RL Reg Normal Typ 6305 80
## 281 1Story RL Reg Normal Typ 6410 20
## 282 1Story RM Reg Normal Typ 8546 20
## 283 1.5Fin RL Reg Normal Typ 8741 50
## 284 1.5Fin RL Reg Normal Typ 12180 190
## 286 1Story RL Reg Normal Typ 4853 30
## 287 2Story RL Reg Normal Typ 6858 70
## 288 1Story RL Reg Normal Typ 8212 30
## 289 1.5Fin RL Reg Normal Typ 5000 50
## 290 1Story RL Reg Normal Typ 7890 30
## 292 1.5Fin RL Reg Normal Typ 9839 50
## 294 1.5Fin RL IR1 Normal Typ 10452 50
## 295 2Story RL Reg Normal Typ 15600 90
## 296 2Story RL Reg Normal Typ 9042 70
## 297 1Story RL Reg Normal Typ 17500 20
## 298 SLvl RL IR1 Normal Typ 19645 80
## 299 1Story RM IR1 Normal Typ 3907 120
## 300 1Story RM IR1 Normal Typ 3907 120
## 301 1Story RL IR1 Normal Typ 15602 20
## 302 1.5Fin RM Reg Normal Typ 5436 50
## 304 1.5Fin RM Reg Normal Typ 9140 50
## 309 1Story RM IR1 Normal Typ 3811 120
## 310 2Story RL Reg Normal Typ 11050 60
## 311 SLvl RL Reg Normal Typ 9620 80
## 312 1Story RL IR1 Normal Typ 9196 20
## 313 SLvl RL IR1 Normal Typ 12328 80
## 314 1Story RL IR1 Normal Typ 12760 90
## 316 1Story RL IR1 Normal Typ 11896 20
## 318 2Story RL Reg Normal Typ 9802 60
## 320 2Story RL Reg Normal Typ 11316 60
## 321 2Story RL Reg Normal Typ 14191 60
## 322 1Story RL IR1 Normal Typ 13214 20
## 323 1Story RL Reg Normal Typ 15300 20
## 324 1Story RL Reg Normal Typ 10114 20
## 325 2Story RL Reg Normal Typ 9400 90
## 326 1Story RL Reg Normal Typ 11875 20
## 327 2Story RM Reg Normal Typ 1974 160
## 328 1Story RM Reg Normal Typ 2394 120
## 329 2Story RM Reg Normal Typ 2592 160
## 330 2Story RM Reg Normal Typ 1476 160
## 331 SFoyer RM Reg Normal Typ 1491 180
## 332 2Story RM Reg Normal Typ 1900 160
## 333 2Story RM Reg Normal Typ 1890 160
## 334 1Story RL Reg Normal Typ 6953 20
## 335 1Story RL IR1 Normal Typ 26142 20
## 336 1Story RL Reg Normal Typ 12887 20
## 337 2Story RL Reg Normal Typ 7700 90
## 338 2Story RL Reg Normal Typ 10475 60
## 339 1.5Fin RL IR1 Normal Typ 10544 50
## 340 1Story RL Reg Normal Typ 9892 20
## 341 2Story RL Reg Normal Typ 12961 60
## 342 1Story RL IR1 Normal Typ 13008 20
## 343 1Story RL Reg Normal Typ 10200 20
## 344 SLvl RL Reg Normal Typ 13860 80
## 345 2Story RL IR1 Normal Typ 10179 60
## 346 2Story RL IR1 Normal Typ 11792 60
## 347 SLvl RL Reg Normal Typ 8400 80
## 348 1Story RL IR1 Normal Typ 14892 20
## 349 SLvl RL IR1 Normal Typ 8530 80
## 350 1Story RL IR1 Normal Typ 7296 120
## 351 1Story RL IR1 Normal Typ 5664 120
## 352 1Story RL IR1 Normal Typ 7380 120
## 353 1Story RL IR1 Normal Typ 8013 120
## 354 SLvl RL IR1 Normal Typ 8923 80
## 355 2Story RL IR1 Normal Typ 10141 60
## 356 2Story RL Reg Normal Typ 7500 60
## 357 2Story RL IR1 Normal Typ 7837 60
## 358 2Story RL IR2 Normal Typ 9765 60
## 359 2Story RL IR1 Normal Typ 8803 60
## 360 1Story RL Reg Normal Typ 7250 20
## 361 2Story RL IR1 Normal Typ 9636 60
## 362 2Story RL Reg Normal Typ 8125 60
## 363 1Story RL IR1 Normal Typ 9248 20
## 364 2Story RL IR1 Normal Typ 10762 60
## 365 1Story RL Reg Normal Typ 11851 20
## 369 1Story RL IR1 Normal Typ 16158 20
## 370 2Story RL Reg Normal Typ 11900 60
## 371 2Story RL IR1 Normal Typ 13005 60
## 372 1Story RL IR1 Normal Typ 17043 20
## 373 1Story RL Reg Family Typ 11900 20
## 374 1Story RL IR1 Normal Typ 16635 20
## 376 1Story RL Reg Normal Typ 10928 20
## 377 2Story RL IR1 Normal Typ 12388 60
## 378 SLvl RL Reg Normal Typ 14115 80
## 379 1Story RL Reg Normal Typ 11088 20
## 380 1Story RL Reg Normal Typ 9600 20
## 382 1Story RL Reg Family Typ 10400 20
## 383 2Story RL IR1 Normal Typ 10304 60
## 384 2Story FV Reg Normal Typ 7000 60
## 386 2Story FV Reg Normal Typ 7500 60
## 387 2Story FV Reg Normal Typ 8470 60
## 388 1Story RL IR1 Normal Typ 9373 20
## 389 1Story RL Reg Normal Typ 10140 20
## 390 1Story RL IR1 Normal Typ 11050 20
## 391 1Story RL Reg Normal Typ 10140 20
## 393 2Story RL Reg Normal Typ 9000 90
## 394 1Story RL IR1 Normal Typ 8750 20
## 395 1Story RL Reg Normal Typ 7930 20
## 396 1Story RL IR1 Normal Typ 7830 20
## 397 1Story RL IR1 Normal Typ 8510 20
## 399 1Story RL Reg Normal Typ 6960 20
## 400 1Story RL Reg Normal Typ 8120 20
## 402 1Story RL Reg Normal Typ 9000 20
## 403 2Story RM Reg Normal Typ 1680 160
## 406 2Story RM Reg Normal Typ 1680 160
## 407 2Story RM Reg Normal Typ 1680 160
## 408 2Story RM Reg Normal Typ 1680 160
## 409 1Story RL IR1 Normal Typ 4928 120
## 410 2Story RL Reg Normal Typ 2308 160
## 411 2Story RL Reg Normal Typ 2280 160
## 412 1Story RL Reg Normal Typ 2280 120
## 413 2Story RL Reg Normal Typ 2308 160
## 414 2Story RL Reg Normal Typ 2349 160
## 415 2Story RL Reg Normal Typ 2364 160
## 416 2Story RL Reg Normal Typ 2289 160
## 417 2Story RL Reg Normal Typ 2364 160
## 418 1Story RL Reg Normal Typ 2104 120
## 419 1Story RL Reg Normal Typ 7150 20
## 420 1Story RL Reg Normal Typ 10710 20
## 421 1Story RL Reg Normal Typ 12456 20
## 422 2Story RL Reg Normal Typ 14257 60
## 424 1Story RL Reg Normal Typ 15431 20
## 425 1Story RL IR1 Normal Typ 13173 20
## 426 1Story RL Reg Normal Typ 14230 20
## 429 2Story RL IR1 Normal Typ 11308 60
## 430 1Story RL Reg Normal Typ 12350 20
## 432 2Story RL IR1 Normal Typ 13478 60
## 433 1Story RL Reg Normal Typ 13693 20
## 435 1Story RL Reg Normal Typ 11578 20
## 436 1Story RL IR1 Normal Typ 16870 20
## 437 2Story RL IR3 Family Typ 23303 60
## 438 1Story RL IR1 Normal Typ 11146 20
## 439 1Story RL IR1 Normal Typ 10367 20
## 440 1Story RL Reg Normal Typ 9591 20
## 441 1Story RL IR1 Normal Typ 10872 20
## 442 1Story RL IR1 Normal Typ 13514 20
## 443 2Story RL Reg Normal Typ 8834 60
## 444 1Story RL IR1 Normal Typ 11362 20
## 445 1Story RL IR1 Normal Typ 10655 20
## 446 1Story RL IR1 Normal Typ 12878 20
## 448 1Story RL Reg Normal Typ 13472 20
## 449 1Story RL IR1 Normal Typ 15274 20
## 450 2Story RL IR1 Normal Typ 13262 60
## 451 1Story RL IR1 Normal Typ 9658 20
## 452 1Story RL IR1 Normal Typ 6904 120
## 453 1Story RL IR1 Normal Typ 5381 120
## 454 1Story RL IR1 Normal Typ 5122 120
## 455 1Story RL IR1 Normal Typ 10307 120
## 456 1Story RL IR1 Normal Typ 5001 120
## 458 1Story RL IR1 Normal Typ 15262 20
## 460 1Story RL Reg Normal Typ 6472 120
## 461 1Story RL Reg Normal Typ 16770 20
## 462 1Story RL Reg Normal Typ 6240 120
## 463 1Story RL Reg Normal Typ 3480 120
## 464 2Story RL Reg Normal Typ 2268 160
## 465 2Story RL Reg Normal Typ 10928 60
## 466 2Story RL IR1 Normal Typ 8918 60
## 467 2Story RL IR2 Normal Typ 12589 60
## 468 2Story RL IR2 Normal Typ 11911 60
## 469 1Story RL Reg Normal Typ 3684 120
## 470 1Story RL Reg Normal Typ 3635 120
## 471 1Story RL Reg Normal Typ 3182 120
## 472 1Story RL Reg Normal Typ 3182 120
## 473 1Story RL Reg Normal Typ 3182 120
## 474 1Story RL Reg Normal Typ 3182 120
## 475 2Story RL IR1 Normal Typ 7795 60
## 476 2Story RL IR1 Normal Typ 8068 60
## 477 SLvl RL IR1 Normal Typ 9434 80
## 478 2Story RL IR1 Normal Typ 7984 60
## 479 SLvl RL Reg Normal Typ 7750 80
## 480 2Story RL IR1 Normal Typ 10125 60
## 481 2Story RL IR1 Normal Typ 8965 60
## 482 2Story RL IR1 Normal Typ 8174 60
## 483 1Story RL Reg Normal Typ 5063 120
## 484 2Story RL IR1 Normal Typ 8795 60
## 485 2Story RL IR1 Normal Typ 12891 60
## 486 2Story RL IR1 Normal Typ 12224 60
## 487 SLvl RL IR1 Normal Typ 9734 80
## 488 2Story RL IR1 Normal Typ 8123 60
## 489 2Story RL IR1 Normal Typ 8433 60
## 490 SLvl RL Reg Normal Typ 7750 80
## 491 2Story RL IR2 Normal Typ 15896 60
## 492 2Story RL IR3 Normal Typ 24682 60
## 493 2Story RL IR1 Normal Typ 8755 60
## 494 SLvl RL IR1 Normal Typ 7848 80
## 495 2Story RL Reg Normal Typ 9430 60
## 496 2Story RL IR1 Normal Typ 15138 60
## 497 2Story RL Reg Normal Typ 12720 60
## 498 2Story RL IR1 Normal Typ 16545 60
## 499 2Story RL IR1 Normal Typ 12203 60
## 500 2Story RL IR1 Normal Typ 10208 60
## 501 1Story RL IR1 Normal Typ 10750 20
## 502 2Story RL Reg Normal Typ 9900 60
## 503 2Story RL Reg Normal Typ 9085 60
## 504 2Story RL IR1 Normal Typ 11692 60
## 505 2Story RL IR2 Normal Typ 46589 60
## 506 2Story RL IR2 Normal Typ 29959 60
## 508 1Story RL IR1 Normal Typ 11194 20
## 509 1Story RL Reg Normal Typ 10206 20
## 511 1Story RL Reg Normal Typ 10130 20
## 512 1Story RL IR1 Normal Typ 9139 20
## 513 2Story RL Reg Normal Typ 9675 60
## 514 1Story RL Reg Normal Typ 11128 20
## 516 2Story FV Reg Normal Typ 9000 60
## 520 1Story FV Reg Normal Typ 8640 20
## 521 1Story FV IR1 Normal Typ 12606 20
## 523 1Story FV Reg Normal Typ 7500 20
## 524 2Story FV Reg Normal Typ 11003 60
## 525 2Story FV Reg Normal Typ 10603 60
## 526 2Story FV Reg Normal Typ 10574 60
## 527 2Story FV Reg Normal Typ 8125 60
## 529 1Story FV Reg Normal Typ 10625 20
## 530 2Story FV Reg Normal Typ 9375 60
## 531 1Story FV Reg Normal Typ 7500 20
## 532 1Story FV IR1 Normal Typ 8736 20
## 533 2Story FV IR1 Normal Typ 8127 60
## 534 1Story RL Reg Normal Typ 9605 20
## 535 1Story RL Reg Normal Typ 7500 20
## 536 1Story RL Reg Normal Typ 7500 20
## 537 2Story RL IR1 Normal Typ 10628 60
## 538 1Story RL IR1 Normal Typ 10141 20
## 539 1Story RL Reg Normal Typ 10083 20
## 540 1Story RL Reg Normal Typ 13072 20
## 541 1Story RL Reg Normal Typ 13072 20
## 542 1Story RL Reg Normal Typ 12450 20
## 544 2Story RL IR1 Normal Typ 11492 60
## 546 1Story RL IR1 Normal Typ 8529 20
## 547 2Story RL Reg Normal Typ 7703 60
## 548 2Story RL Reg Normal Typ 10762 160
## 549 1Story RL Reg Normal Typ 7175 120
## 550 2Story RL Reg Normal Typ 9109 60
## 551 2Story RL IR1 Normal Typ 10274 60
## 552 2Story RL Reg Normal Typ 8250 90
## 553 1Story RH Reg Normal Typ 8400 20
## 554 1.5Unf RH Reg Normal Typ 9000 45
## 555 1Story RL IR1 Normal Typ 9750 20
## 556 1Story RL Reg Normal Typ 7064 20
## 557 1Story RL IR1 Normal Typ 8499 20
## 558 1Story RL IR1 Normal Typ 9079 20
## 559 1Story RL IR1 Family Typ 9316 20
## 560 1Story RL IR1 Normal Typ 7791 20
## 561 1Story RL Reg Normal Typ 10000 20
## 562 1Story RL IR1 Normal Typ 8281 20
## 563 1Story RL Reg Normal Typ 7150 20
## 565 2Story RL Reg Normal Typ 11949 60
## 570 1Story FV IR1 Normal Typ 4217 120
## 571 2Story FV Reg Normal Typ 3230 160
## 572 2Story FV Reg Normal Typ 2998 160
## 573 2Story FV Reg Normal Typ 3768 160
## 575 1Story RL IR1 Normal Typ 14694 20
## 576 1Story RL IR1 Normal Typ 3782 120
## 577 1Story RL Reg Normal Typ 15417 20
## 580 2Story RL Reg Normal Typ 11700 60
## 581 1Story RL IR1 Normal Typ 11717 20
## 582 1Story RL IR1 Normal Typ 9156 20
## 583 2Story RL IR1 Normal Typ 10382 60
## 584 2Story RL IR1 Normal Typ 12732 60
## 585 2Story RL IR1 Normal Typ 12936 60
## 586 2Story RL Reg Normal Typ 10400 60
## 587 SLvl RL IR1 Normal Typ 17871 80
## 588 1Story RL Reg Normal Typ 9600 20
## 590 2Story RL IR1 Normal Typ 13774 60
## 591 1Story RL Reg Normal Typ 9650 20
## 593 2Story RL Reg Normal Typ 8400 60
## 594 1Story RL Reg Normal Typ 7130 20
## 595 1Story RL Reg Normal Typ 9600 20
## 596 1Story RL Reg Normal Typ 9100 20
## 598 SFoyer RL Reg Normal Typ 16500 85
## 599 1Story RL Reg Normal Typ 9790 20
## 600 1Story RL Reg Normal Typ 7436 20
## 601 1Story RL Reg Normal Typ 8125 20
## 602 1Story RL Reg Normal Typ 9100 20
## 603 1Story RL IR1 Normal Typ 9450 20
## 606 1Story RL Reg Normal Typ 10004 20
## 607 1Story RL Reg Normal Typ 9350 20
## 609 1Story RL IR1 Normal Typ 11000 20
## 610 2Story RL IR1 Normal Typ 8970 60
## 611 SLvl RL IR1 Normal Typ 12095 80
## 612 1Story RL Reg Normal Typ 9600 20
## 613 SLvl RL Reg Normal Typ 11475 80
## 614 1Story RL Reg Normal Typ 9768 20
## 615 1Story RL Reg Normal Typ 5330 30
## 616 1.5Fin RL IR1 Normal Typ 7015 50
## 617 1Story RL Reg Normal Typ 12160 20
## 618 1Story RL Reg Normal Typ 9900 20
## 619 1Story RL Reg Normal Typ 9600 20
## 620 1Story RL Reg Normal Typ 9600 20
## 622 1Story RL Reg Normal Typ 9600 20
## 624 1Story RL IR1 Normal Typ 10573 20
## 625 1Story RL IR1 Normal Typ 9500 20
## 626 1Story RL IR1 Normal Typ 14695 20
## 627 2Story RL Reg Normal Typ 13600 60
## 628 2Story RL Reg Normal Typ 13000 60
## 630 1.5Fin RL IR1 Normal Typ 12513 50
## 631 1Story RL Reg Normal Typ 8760 20
## 632 1Story RL Reg Normal Typ 8400 20
## 633 1Story RL IR1 Normal Typ 12285 20
## 634 1Story RL IR1 Normal Typ 9240 20
## 636 1Story RL IR1 Normal Typ 12400 20
## 638 1Story RL Reg Normal Typ 8750 20
## 639 1Story RL Reg Family Typ 10400 20
## 640 SLvl RL Reg Normal Typ 19296 80
## 641 1Story RL Reg Normal Typ 8532 20
## 642 1Story RL Reg Normal Typ 9482 90
## 643 1Story RL IR1 Normal Typ 8128 20
## 645 1Story RL Reg Normal Typ 13070 20
## 646 1Story RL Reg Normal Typ 10434 20
## 648 1Story RL Reg Normal Typ 8480 30
## 649 1Story RL Reg Normal Typ 7626 20
## 650 1Story RL Reg Normal Typ 9533 20
## 652 2Story RL Reg Normal Typ 11419 60
## 653 1Story RL Reg Normal Typ 9600 20
## 654 1Story RL Reg Normal Typ 8000 20
## 655 1Story RL Reg Normal Typ 5470 20
## 657 2Story RL Reg Normal Typ 10800 60
## 658 2Story RL Reg Normal Typ 8146 70
## 659 1Story RL Reg Normal Typ 9022 30
## 660 1Story RL Reg Normal Typ 10230 30
## 662 2Story RL Reg Normal Typ 7200 70
## 664 1.5Fin RL Reg Normal Typ 5400 50
## 665 1Story RL Reg Normal Typ 10800 30
## 666 1Story RL Reg Normal Typ 10800 30
## 667 2Story RL Reg Normal Typ 9671 90
## 668 1Story RL Reg Normal Typ 10143 20
## 670 2Story RL Reg Normal Typ 11643 90
## 671 1Story RL Reg Normal Typ 8010 20
## 672 1Story RL IR1 Normal Typ 10454 20
## 673 1Story RL IR1 Normal Typ 8712 20
## 674 1Story RL IR1 Normal Typ 17600 20
## 675 1Story RL IR1 Normal Typ 9000 20
## 676 1Story RL Reg Normal Typ 12144 40
## 677 1Story RL Reg Normal Typ 8544 90
## 679 1Story RL Reg Normal Typ 7200 90
## 681 1Story RL Reg Normal Typ 7350 20
## 683 1Story RL Reg Normal Typ 7200 20
## 684 SLvl RL Reg Normal Typ 8000 80
## 685 1Story RL Reg Normal Typ 7931 20
## 686 1.5Fin RL Reg Normal Typ 10800 50
## 688 2Story RL Reg Normal Typ 7570 60
## 689 SFoyer RL IR1 Normal Typ 8604 90
## 690 1Story RL Reg Normal Typ 7936 20
## 691 1Story RL Reg Normal Typ 6600 20
## 692 1.5Fin RM Reg Normal Typ 3950 50
## 693 2Story RM Reg Normal Typ 10440 50
## 694 1.5Fin RM Reg Normal Typ 4080 50
## 695 2Story RM Reg Normal Typ 10307 90
## 697 1.5Fin RM Reg Normal Typ 15660 50
## 698 2Story RM Reg Normal Typ 9900 70
## 699 2Story RM Reg Normal Typ 6406 70
## 701 2Story RM Reg Normal Typ 7627 190
## 702 2Story RM Reg Normal Typ 7596 90
## 703 2Story RM Reg Normal Typ 3378 60
## 704 1.5Fin RM Reg Normal Typ 10134 50
## 706 1.5Fin RM Reg Normal Typ 6000 50
## 707 1.5Fin RM Reg Normal Typ 6000 190
## 708 1Story RM Reg Normal Typ 7404 30
## 711 1Story RM Reg Normal Typ 5784 30
## 712 1Story RM Reg Normal Typ 8520 30
## 714 2Story RM Reg Normal Typ 9600 70
## 715 1.5Fin RM Reg Normal Typ 3500 50
## 716 2.5Unf RM Reg Normal Typ 8100 75
## 717 2Story RM IR1 Normal Typ 11700 70
## 718 2Story RM Reg Normal Typ 8400 70
## 719 2Story RM Reg Normal Typ 3600 70
## 720 2Story RM Reg Normal Typ 17671 70
## 722 2Story RM Reg Normal Typ 9000 70
## 724 1.5Fin RM Reg Normal Typ 8820 50
## 725 1.5Fin RM Reg Family Typ 5400 50
## 726 2Story RM Reg Normal Typ 9720 70
## 729 2Story RL Reg Normal Typ 21384 70
## 730 1Story RL Reg Normal Typ 6615 30
## 731 1.5Fin RL Reg Normal Typ 7264 50
## 732 1.5Fin RL Reg Normal Typ 4960 70
## 733 1.5Unf RL Reg Normal Typ 8854 30
## 734 1.5Fin RM Reg Normal Typ 6000 50
## 735 1.5Fin RM Reg Normal Typ 6000 50
## 736 1.5Fin RM Reg Normal Typ 6000 50
## 737 1.5Fin RM Reg Normal Typ 6000 50
## 738 1.5Fin RM Reg Normal Typ 6000 50
## 739 1.5Unf RM Reg Normal Typ 6000 45
## 741 1.5Fin RM Reg Normal Typ 6120 50
## 742 1.5Fin RM Reg Normal Typ 6120 50
## 744 1Story RM Reg Normal Typ 6120 30
## 746 1.5Fin RM Reg Normal Typ 6120 50
## 747 1Story RM Reg Normal Typ 8635 30
## 748 2.5Unf RL IR1 Normal Typ 11888 75
## 749 2Story RL IR1 Normal Typ 11414 70
## 750 2Story RM Reg Normal Typ 8094 70
## 755 2Story RM Reg Normal Typ 6876 70
## 756 1.5Fin RM Reg Normal Typ 6240 30
## 757 2Story RM IR2 Normal Typ 5775 70
## 758 2.5Unf RM IR3 Normal Typ 5852 190
## 759 1.5Fin RM Reg Normal Typ 5160 50
## 761 2Story RM Reg Normal Typ 10320 190
## 762 1Story RL IR1 Normal Typ 4280 20
## 765 SFoyer RL IR1 Normal Typ 10547 90
## 767 2Story RH Reg Normal Typ 6629 70
## 768 1.5Fin RL Reg Normal Typ 9780 50
## 770 1Story RL Reg Normal Typ 8816 20
## 771 2Story RL Reg Normal Typ 11184 60
## 773 1Story RL Reg Normal Typ 7800 20
## 774 SFoyer RL IR1 Normal Typ 8014 85
## 775 SFoyer RL IR1 Normal Typ 7252 85
## 776 SFoyer RL IR1 Normal Typ 8740 85
## 777 1Story RL Reg Normal Typ 11616 20
## 778 SLvl RL Reg Normal Typ 15400 80
## 779 SLvl RL Reg Normal Typ 15312 80
## 780 SLvl RL Reg Normal Typ 15584 80
## 784 1Story RL Reg Normal Typ 17140 20
## 785 1Story RL IR1 Normal Typ 12342 30
## 786 1Story RL IR1 Normal Typ 10708 20
## 789 1Story RL Reg Normal Typ 9855 20
## 790 1Story RL Reg Normal Typ 9571 20
## 792 2Story RL Reg Normal Typ 9350 60
## 793 1Story RL Reg Normal Typ 9340 30
## 794 1Story RL Reg Normal Typ 7440 20
## 795 1Story RL IR1 Normal Typ 11500 20
## 796 1Story RL Reg Normal Typ 4235 120
## 798 1.5Fin RL Reg Normal Typ 9060 50
## 799 2Story RL Reg Normal Typ 9084 70
## 800 SLvl RL IR1 Normal Typ 10778 80
## 803 1Story RL IR1 Normal Typ 14684 20
## 804 2Story RL Reg Normal Typ 9317 60
## 805 2Story RL Reg Normal Typ 10560 60
## 806 2Story RL IR1 Normal Typ 9828 60
## 816 2Story RL Reg Normal Typ 11855 90
## 817 2Story RL Reg Normal Typ 7939 90
## 818 2Story RL Reg Normal Typ 7976 90
## 820 1Story RL Reg Normal Typ 10637 20
## 821 1Story RL IR1 Normal Typ 10226 20
## 822 1Story RL IR1 Normal Typ 10816 20
## 823 1Story RL Reg Normal Typ 9178 20
## 824 2Story RL IR1 Normal Typ 10769 60
## 825 1Story RL IR1 Normal Typ 11422 20
## 826 1Story RL IR1 Normal Typ 11923 20
## 828 1Story RL Reg Normal Typ 6762 20
## 829 1Story RL IR1 Normal Typ 10324 20
## 830 1Story RL Reg Normal Typ 7314 20
## 831 1Story RL Reg Normal Typ 11645 20
## 832 2Story RL IR1 Normal Typ 11646 60
## 833 SLvl RL Reg Normal Typ 12800 80
## 834 2Story RL IR1 Normal Typ 16698 60
## 836 1Story RL IR2 Normal Typ 12464 20
## 837 1Story RL Reg Normal Typ 9757 20
## 838 2Story RL IR1 Normal Typ 15426 60
## 839 2Story RL IR2 Normal Typ 10667 60
## 840 1Story RL IR2 Normal Typ 14753 20
## 841 1Story RL Reg Normal Typ 10859 20
## 842 1Story RL Reg Normal Typ 8072 20
## 843 2Story RL Reg Normal Typ 10400 60
## 844 1Story RL IR1 Normal Typ 10335 20
## 845 1Story RL IR1 Normal Typ 9017 20
## 846 2Story RL Reg Normal Typ 8750 60
## 847 2Story RL IR1 Normal Typ 8935 60
## 848 1Story RL IR1 Normal Typ 9808 20
## 849 2Story RL Reg Normal Typ 12420 60
## 850 1Story RL IR2 Normal Typ 16285 20
## 851 1Story RL IR1 Normal Typ 10739 20
## 852 1Story RL Reg Family Typ 11166 20
## 853 1Story RL Reg Normal Typ 8430 20
## 854 1Story RL IR1 Normal Typ 16269 20
## 855 1Story RL IR1 Normal Typ 6950 20
## 856 1Story RL IR1 Normal Typ 8800 20
## 857 1Story RL IR1 Normal Typ 7000 20
## 858 1Story RL IR1 Normal Typ 9286 20
## 859 1Story RL IR1 Normal Typ 15523 20
## 860 1Story RL Reg Normal Typ 7200 20
## 861 SFoyer RL Reg Normal Typ 7200 85
## 862 SFoyer RL Reg Normal Typ 8445 85
## 863 1Story RL Reg Normal Typ 11664 20
## 864 2Story RL IR1 Normal Typ 12334 60
## 865 1Story RL Reg Normal Typ 11838 20
## 866 2Story RL Reg Normal Typ 11885 60
## 867 2Story RL Reg Normal Typ 11050 60
## 868 2Story RL Reg Normal Typ 8749 60
## 869 2Story RL Reg Normal Typ 11250 60
## 870 1Story RL Reg Normal Typ 15750 20
## 871 1Story RL Reg Normal Typ 11883 20
## 872 1Story RL Reg Normal Typ 12782 20
## 873 1Story RL Reg Normal Typ 8750 20
## 874 2Story RL Reg Normal Typ 9375 60
## 875 2Story RL Reg Normal Typ 8750 60
## 876 1Story RL Reg Normal Typ 9100 20
## 877 1Story RL Reg Normal Typ 9750 20
## 878 1Story RM Reg Normal Typ 4435 120
## 879 1Story RM Reg Normal Typ 4435 120
## 880 1Story RL Reg Normal Typ 10200 20
## 881 2Story RL IR1 Normal Typ 9313 60
## 882 1Story RL Reg Normal Typ 8487 20
## 883 2Story RL Reg Normal Typ 8633 60
## 884 2Story RL Reg Normal Typ 11069 60
## 885 1Story RL Reg Normal Typ 8777 20
## 886 1Story RL Reg Normal Typ 9937 20
## 887 1Story RL Reg Normal Typ 8877 20
## 888 SFoyer RL Reg Normal Typ 7301 85
## 889 2Story RL IR1 Normal Typ 7950 60
## 892 1Story RL IR1 Normal Typ 13286 20
## 893 SFoyer RM Reg Normal Typ 3675 180
## 894 1Story RL Reg Normal Typ 9405 20
## 895 1Story RL Reg Normal Typ 6410 20
## 898 1Story RL Reg Normal Typ 4060 30
## 900 1Story RL Reg Normal Typ 10926 90
## 903 1.5Fin RL Reg Normal Typ 12354 50
## 904 1.5Fin RL Reg Normal Typ 8212 50
## 909 1.5Fin RL Reg Normal Typ 9900 50
## 910 2.5Fin RL Reg Normal Typ 15863 75
## 911 2Story RL Reg Normal Typ 5707 70
## 913 1Story RL Reg Normal Typ 8574 30
## 914 1.5Fin RL Reg Normal Typ 6171 50
## 915 2Story RL Reg Normal Typ 7200 70
## 916 1.5Fin RL Reg Normal Typ 7558 50
## 917 1.5Fin RL Reg Normal Typ 6292 50
## 918 2Story RL Reg Normal Typ 7155 70
## 919 2Story RL Reg Normal Typ 10918 70
## 921 2Story RL IR1 Normal Typ 7500 70
## 923 1Story RL IR1 Normal Typ 14680 20
## 924 1Story RL IR1 Normal Typ 13360 30
## 925 1.5Fin RL IR1 Normal Typ 7681 50
## 926 2.5Unf RL IR1 Normal Typ 8145 90
## 927 1Story RL Reg Family Typ 9100 20
## 928 2Story RL Reg Normal Typ 12000 70
## 929 1Story RL IR1 Normal Typ 13339 20
## 931 1Story RL Reg Family Typ 14000 20
## 932 1Story RL Reg Normal Typ 17500 20
## 933 2Story RM Reg Normal Typ 1733 160
## 934 2Story RM Reg Normal Typ 1488 160
## 935 2Story RM Reg Normal Typ 1612 160
## 936 2Story RM Reg Normal Typ 1300 160
## 937 SLvl RL IR1 Normal Typ 13607 80
## 939 1Story RL IR1 Normal Typ 21695 20
## 940 2Story RM Reg Normal Typ 10690 70
## 941 2Story RM Reg Normal Typ 8660 70
## 942 2Story RM Reg Normal Typ 6402 70
## 947 2Story RL Reg Normal Typ 10125 60
## 949 1Story RL IR1 Normal Typ 12118 20
## 950 2Story RL IR1 Normal Typ 12209 60
## 951 SFoyer RL Reg Normal Typ 9750 85
## 952 SFoyer RL Reg Normal Typ 9360 85
## 953 1.5Fin RL Reg Normal Typ 10125 90
## 954 SLvl RL IR1 Normal Typ 9947 80
## 958 1Story RL IR1 Normal Typ 12898 20
## 960 1Story RL IR1 Normal Typ 13438 20
## 961 1Story RL IR1 Normal Typ 14463 20
## 962 1Story RL IR1 Normal Typ 8925 20
## 963 1Story RL IR1 Normal Typ 11457 20
## 964 2Story RL IR1 Normal Typ 9839 60
## 966 1Story RL IR1 Normal Typ 6853 20
## 968 1Story RL Reg Normal Typ 14601 20
## 969 1Story RL IR1 Normal Typ 12633 20
## 970 1Story RL IR1 Normal Typ 12518 20
## 972 1Story RM Reg Normal Typ 4500 120
## 973 1Story RM Reg Normal Typ 4500 120
## 974 SLvl RM Reg Normal Typ 1596 180
## 975 1Story RL Reg Normal Typ 9858 20
## 976 SFoyer RM Reg Normal Typ 1526 180
## 977 1Story RL IR1 Normal Typ 13383 20
## 978 SFoyer RM Reg Normal Typ 1477 180
## 979 2Story RM Reg Normal Typ 1533 160
## 980 2Story RM Reg Normal Typ 2217 160
## 981 SFoyer RL IR1 Normal Typ 7689 85
## 982 SLvl RL Reg Normal Typ 7706 80
## 983 SFoyer RL IR1 Normal Typ 9101 85
## 984 1Story RL IR1 Normal Typ 8780 20
## 985 SFoyer RL Reg Normal Typ 7669 85
## 986 1.5Fin RL IR1 Normal Typ 14115 50
## 987 2Story RL Reg Normal Typ 10429 60
## 988 1Story RL IR1 Normal Typ 9819 20
## 989 2Story RL IR1 Normal Typ 10457 60
## 991 1Story RL IR1 Normal Typ 12925 20
## 992 2Story RL Reg Normal Typ 11075 60
## 993 2Story RL IR1 Normal Typ 8702 60
## 994 2Story RL Reg Normal Typ 8139 60
## 995 2Story RL IR1 Normal Typ 9535 60
## 996 2Story RL IR1 Normal Typ 9042 60
## 997 2Story RL IR2 Normal Typ 15038 60
## 998 1Story RL IR1 Normal Typ 14137 20
## 999 2Story RL IR2 Normal Typ 21872 60
## 1000 1Story RL Reg Normal Typ 4923 120
## 1002 1Story RL IR1 Normal Typ 5395 120
## 1003 1Story RL IR1 Normal Typ 5070 120
## 1004 2Story RL IR1 Normal Typ 10839 60
## 1005 2Story RL IR1 Family Typ 11184 60
## 1006 2Story RL Reg Normal Typ 8000 60
## 1007 2Story RL IR1 Normal Typ 10832 60
## 1008 2Story RL Reg Normal Typ 14067 60
## 1009 1Story RL IR1 Normal Typ 4671 120
## 1010 1Story RL IR1 Normal Typ 5950 120
## 1011 2Story RL IR1 Normal Typ 13543 60
## 1012 2Story RL IR1 Normal Typ 11198 60
## 1013 1Story RL IR1 Normal Typ 15401 20
## 1015 1Story RL Reg Normal Typ 8118 120
## 1016 1Story RL IR1 Family Typ 47280 20
## 1017 2Story RL IR1 Normal Typ 20544 60
## 1018 1Story RL IR1 Normal Typ 12680 20
## 1019 1Story RL IR1 Normal Typ 12090 20
## 1020 1Story RL IR1 Normal Typ 10825 20
## 1021 1Story RL IR1 Normal Typ 18559 20
## 1022 1Story RL Reg Normal Typ 14450 20
## 1023 2Story RL IR1 Normal Typ 12227 60
## 1024 1Story RL Reg Normal Typ 13068 20
## 1027 2Story RL Reg Normal Typ 9743 60
## 1030 1Story RL Reg Normal Typ 10400 20
## 1031 2Story RL Reg Normal Typ 10480 60
## 1032 1Story RL Reg Normal Typ 10000 20
## 1033 2Story RL IR1 Normal Typ 14311 60
## 1034 2Story RL Reg Normal Typ 9000 90
## 1035 1Story RL Reg Normal Typ 9750 20
## 1036 1Story RL Reg Normal Typ 10295 20
## 1037 1Story RL Reg Normal Typ 7560 20
## 1038 1Story RL IR1 Normal Typ 12735 20
## 1040 2Story RM Reg Normal Typ 1680 160
## 1041 2Story RM Reg Normal Typ 1680 160
## 1042 2Story RM Reg Normal Typ 1890 160
## 1043 2Story RM Reg Normal Typ 1869 160
## 1045 2Story RM Reg Normal Typ 1680 160
## 1046 2Story RM Reg Normal Typ 1680 160
## 1048 2Story RL Reg Normal Typ 2308 160
## 1049 1Story RL Reg Normal Typ 2529 120
## 1050 1Story RL Reg Normal Typ 9477 20
## 1057 1Story RL Reg Normal Typ 13693 20
## 1058 1Story RL IR1 Normal Typ 14418 20
## 1060 2Story RL Reg Normal Typ 12539 60
## 1061 2Story RL IR1 Normal Typ 12151 60
## 1062 2Story RL Reg Normal Typ 8899 60
## 1063 2Story RL IR1 Normal Typ 10574 60
## 1064 1Story RL Reg Normal Typ 12720 20
## 1065 2Story RL IR1 Normal Typ 13688 60
## 1066 2Story RL Reg Normal Typ 10625 60
## 1067 1Story RL IR1 Normal Typ 10845 20
## 1068 2Story RL Reg Normal Typ 16900 60
## 1069 2Story RL IR1 Normal Typ 16451 60
## 1072 1Story RL IR3 Normal Typ 12304 120
## 1073 1Story RL IR1 Normal Typ 12677 120
## 1074 1Story RL IR1 Normal Typ 8849 120
## 1076 1Story RL Reg Normal Typ 6240 120
## 1077 1Story RL Reg Normal Typ 6240 120
## 1078 2Story RL Reg Normal Typ 2448 160
## 1079 2Story RL Reg Normal Typ 2448 160
## 1080 1Story RM Reg Normal Typ 8198 120
## 1081 1Story RL Reg Normal Typ 3940 120
## 1082 1Story RM Reg Normal Typ 3940 120
## 1083 1Story RL Reg Normal Typ 3182 120
## 1084 1Story RL Reg Normal Typ 3182 20
## 1086 2Story RL IR1 Normal Typ 9024 60
## 1087 2Story RL IR1 Normal Typ 7415 60
## 1088 SLvl RL IR1 Normal Typ 9587 80
## 1089 2Story RL IR1 Normal Typ 8029 60
## 1090 2Story RL IR1 Normal Typ 8010 60
## 1091 2Story RL IR1 Normal Typ 8396 60
## 1093 2Story RL IR1 Normal Typ 10261 60
## 1094 2Story RL IR1 Normal Typ 8220 60
## 1095 2Story RL IR1 Normal Typ 15384 60
## 1096 2Story RL Reg Normal Typ 7750 60
## 1097 2Story RL IR1 Normal Typ 12460 60
## 1098 2Story RL IR1 Normal Typ 8390 60
## 1099 2.5Unf RL Reg Normal Typ 9660 75
## 1100 2Story RL Reg Normal Typ 9200 60
## 1101 2Story RL IR1 Normal Typ 14260 60
## 1102 2Story RL Reg Normal Typ 11000 60
## 1103 1Story RL IR1 Normal Typ 11675 20
## 1104 2Story RL IR1 Normal Typ 10990 60
## 1105 2Story RL IR1 Normal Typ 11929 60
## 1106 1Story RL IR1 Normal Typ 10437 20
## 1107 2Story RL Reg Normal Typ 10542 60
## 1108 2Story RL Reg Normal Typ 10010 60
## 1109 2Story RL IR1 Normal Typ 10944 60
## 1110 1Story RL IR1 Normal Typ 14303 20
## 1112 2Story RL IR1 Normal Typ 14598 60
## 1113 1Story RL IR1 Normal Typ 11957 20
## 1114 1Story RL IR1 Normal Typ 13253 20
## 1116 1Story RL Reg Normal Typ 10206 20
## 1118 2Story RL Reg Normal Typ 9801 60
## 1120 1Story RL Reg Normal Typ 10037 20
## 1124 2Story FV Reg Normal Typ 9803 60
## 1125 2Story FV Reg Normal Typ 9375 60
## 1126 2Story FV Reg Normal Typ 10625 60
## 1128 2Story FV Reg Normal Typ 8125 60
## 1129 1Story FV Reg Normal Typ 10625 20
## 1131 2Story FV IR1 Normal Typ 8791 60
## 1132 1Story RL Reg Normal Typ 7500 20
## 1133 2Story RL Reg Normal Typ 10110 60
## 1134 2Story RL Reg Normal Typ 12774 60
## 1135 1Story RL Reg Normal Typ 13072 20
## 1136 1Story RL Reg Normal Typ 13695 20
## 1137 1Story RL Reg Normal Typ 13695 20
## 1138 2Story RL IR1 Normal Typ 8366 60
## 1139 1Story RL Reg Normal Typ 9260 20
## 1140 2Story RL IR1 Normal Typ 8453 60
## 1141 2Story RL IR1 Normal Typ 8480 60
## 1142 1Story RL Reg Normal Typ 8125 20
## 1143 2Story RL IR2 Normal Typ 14565 60
## 1144 2Story RL Reg Normal Typ 8450 60
## 1145 2Story RL Reg Normal Typ 8285 60
## 1146 1Story RL Reg Normal Typ 7153 20
## 1147 2Story RL IR1 Normal Typ 9291 60
## 1148 1Story RL Reg Normal Typ 8012 120
## 1149 1Story RL Reg Normal Typ 7892 120
## 1150 1Story RL Reg Normal Typ 9100 20
## 1151 1Story RL IR2 Normal Typ 12968 20
## 1152 1Story RL Reg Normal Typ 8100 20
## 1153 1Story RL Reg Normal Typ 8450 190
## 1155 1Story RL IR1 Normal Typ 6768 20
## 1156 1Story RL Reg Normal Typ 19508 20
## 1157 1.5Fin RL Reg Normal Typ 10759 50
## 1158 2Story RL IR1 Normal Typ 9205 60
## 1159 1.5Fin RL Reg Normal Typ 11025 60
## 1160 1Story FV IR2 Normal Typ 4282 120
## 1161 2Story FV IR1 Normal Typ 4017 160
## 1162 1Story FV IR1 Normal Typ 3435 120
## 1163 2Story FV Reg Normal Typ 3180 160
## 1166 2Story FV Reg Normal Typ 2280 160
## 1167 2Story FV Reg Normal Typ 2280 160
## 1168 1Story FV IR1 Normal Typ 4765 120
## 1169 1Story FV IR1 Normal Typ 4538 120
## 1170 1Story FV IR1 Normal Typ 4385 120
## 1171 1Story FV IR1 Normal Typ 4109 120
## 1173 2Story FV Reg Normal Typ 2160 160
## 1174 SLvl FV Reg Normal Typ 2160 160
## 1175 2Story FV IR1 Normal Typ 10646 60
## 1176 2Story FV Reg Normal Typ 2645 160
## 1177 2Story FV Reg Normal Typ 2645 160
## 1178 2Story FV IR1 Normal Typ 3951 160
## 1179 1Story RL IR2 Normal Typ 14963 120
## 1180 1Story RL IR2 Normal Typ 11064 120
## 1181 1Story RL IR1 Normal Typ 10846 120
## 1182 1Story RL IR1 Normal Typ 11120 20
## 1183 2Story RL IR1 Family Typ 24572 60
## 1184 1Story RL Reg Normal Typ 16280 20
## 1185 2Story FV Reg Normal Typ 7500 60
## 1186 1Story RL Reg Normal Typ 10400 20
## 1187 SLvl RL IR1 Normal Typ 11104 80
## 1188 1Story RL Reg Family Typ 11050 20
## 1190 1Story RL IR1 Normal Typ 15387 20
## 1191 1Story RL Reg Normal Typ 9750 90
## 1192 2Story RL Reg Normal Typ 10800 60
## 1193 2Story RL Reg Normal Typ 8814 60
## 1194 1Story RL Reg Normal Typ 8872 20
## 1195 1Story RL Reg Normal Typ 8125 20
## 1196 1Story RL IR1 Normal Typ 11072 90
## 1197 1Story RL IR1 Normal Typ 13101 90
## 1198 1Story RL IR1 Normal Typ 9246 90
## 1199 2Story RL IR1 Normal Typ 13355 60
## 1200 2Story RL IR1 Normal Typ 8963 60
## 1201 2Story RL Reg Normal Typ 9120 60
## 1202 2Story RL Reg Normal Typ 9130 60
## 1203 SFoyer RL IR1 Normal Typ 12122 85
## 1204 2Story RL Reg Normal Typ 9900 60
## 1205 1Story RL IR1 Normal Typ 7785 20
## 1206 1Story RL IR1 Normal Typ 8593 20
## 1207 1Story RL IR1 Normal Typ 8475 20
## 1208 1Story RL Reg Normal Typ 8700 20
## 1209 1Story RL IR1 Normal Typ 10175 20
## 1210 SLvl RL Reg Normal Typ 9020 80
## 1211 1Story RL Reg Normal Typ 9200 20
## 1212 1Story RL Reg Normal Typ 8250 20
## 1213 SLvl RL Reg Normal Typ 9350 80
## 1214 SLvl RL Reg Normal Typ 9020 80
## 1216 1Story RL IR1 Normal Typ 10007 20
## 1217 1Story RL IR1 Normal Typ 10721 20
## 1218 1Story RL IR1 Normal Typ 12493 20
## 1219 1Story RL IR1 Normal Typ 11332 20
## 1220 1Story RL IR1 Normal Typ 6627 20
## 1222 1.5Unf RL Reg Normal Typ 7420 190
## 1223 2Story RL IR1 Normal Typ 4882 70
## 1224 1Story RL Reg Normal Typ 9600 20
## 1226 1Story RL Reg Normal Typ 9600 20
## 1227 SLvl RL Reg Normal Typ 9600 80
## 1228 1Story RL Reg Normal Typ 7584 20
## 1229 2Story RL IR1 Normal Typ 13700 60
## 1230 1Story RL IR1 Normal Typ 10197 20
## 1231 1Story RL Reg Normal Typ 7875 20
## 1233 SLvl RL IR1 Normal Typ 9150 80
## 1234 2Story RL Reg Normal Typ 14670 60
## 1235 1Story RL IR1 Normal Typ 7390 20
## 1236 1Story RL Reg Normal Typ 9204 20
## 1237 1Story RL Reg Normal Typ 7763 20
## 1238 1Story RL Reg Normal Typ 8856 20
## 1239 1Story RL Reg Normal Typ 9840 20
## 1240 1Story RL Reg Normal Typ 9120 20
## 1241 1Story RL IR1 Normal Typ 13200 20
## 1242 1Story RL Reg Normal Typ 9000 20
## 1243 1Story RL IR1 Normal Typ 11900 20
## 1244 1Story RL Reg Normal Typ 9464 20
## 1245 1Story RL Reg Normal Typ 10425 20
## 1246 1Story RL Reg Normal Typ 11556 20
## 1247 1Story RL IR1 Normal Typ 9373 20
## 1248 1Story RL Reg Normal Typ 12774 20
## 1249 1Story RL Reg Normal Typ 14250 20
## 1254 1Story RL Reg Normal Typ 12436 90
## 1255 1Story RL Reg Normal Typ 10122 20
## 1256 1.5Fin RL Reg Normal Typ 7506 50
## 1257 1.5Fin RL Reg Normal Typ 10930 50
## 1258 1Story RL Reg Normal Typ 5400 30
## 1259 1.5Fin RL Reg Normal Typ 10836 50
## 1260 2Story RL Reg Normal Typ 10800 190
## 1261 2Story RL IR1 Normal Typ 9247 60
## 1262 1Story RL IR1 Normal Typ 10180 20
## 1263 1Story RL IR1 Normal Typ 11355 20
## 1264 1Story RL IR1 Normal Typ 10920 20
## 1265 1Story RL IR1 Normal Typ 12929 20
## 1266 1Story RL IR2 Normal Typ 27650 20
## 1267 1Story RL Reg Normal Typ 8892 20
## 1271 1Story RL Reg Normal Typ 8000 20
## 1272 1Story RL Reg Normal Typ 8000 20
## 1273 1Story RL Reg Normal Typ 7931 20
## 1274 1.5Fin RL Reg Normal Typ 8064 50
## 1275 1.5Unf RL Reg Normal Typ 6390 45
## 1276 1.5Unf RL Reg Normal Typ 7227 45
## 1277 1.5Fin RL Reg Normal Typ 7200 50
## 1279 1.5Fin RL Reg Normal Typ 7200 50
## 1280 1Story RL Reg Normal Typ 7200 20
## 1281 2Story RL Reg Normal Typ 7056 60
## 1282 2Story RL Reg Normal Typ 9760 60
## 1283 1Story RL Reg Normal Typ 7590 20
## 1285 1Story RM IR3 Normal Typ 5232 30
## 1286 2Story RM Reg Normal Typ 10440 70
## 1287 1.5Fin RM Reg Normal Typ 9184 50
## 1288 2Story RM Reg Normal Typ 4800 70
## 1290 1Story RM Reg Normal Typ 4800 30
## 1291 2.5Unf RM Reg Normal Typ 6000 75
## 1292 1.5Fin RM Reg Normal Typ 11426 190
## 1295 1.5Fin RM Reg Normal Typ 7308 50
## 1296 1Story RM Reg Normal Typ 5400 30
## 1297 1.5Fin RM Reg Normal Typ 10800 190
## 1298 1Story RM Reg Normal Typ 6756 30
## 1299 1.5Fin RM Reg Normal Typ 5914 50
## 1301 1Story RM Reg Normal Typ 12000 20
## 1302 1.5Fin RM Reg Normal Typ 9000 50
## 1304 1Story RM Reg Normal Typ 6000 20
## 1305 1Story RM Reg Normal Typ 6000 20
## 1307 2.5Fin RM Reg Normal Typ 18386 75
## 1308 2Story RM Reg Normal Typ 9142 190
## 1309 1.5Fin RM IR1 Normal Typ 12665 50
## 1310 2Story RM Reg Normal Typ 5350 75
## 1312 1.5Fin RM Reg Normal Typ 9143 50
## 1313 2Story RM Reg Normal Typ 9600 190
## 1314 2.5Unf RM Reg Normal Typ 9600 75
## 1315 2Story RM Reg Normal Typ 6000 70
## 1316 2Story RM Reg Normal Typ 9600 70
## 1317 1.5Fin RM Reg Normal Typ 10800 190
## 1318 2.5Unf RM Reg Normal Typ 6300 75
## 1319 2Story RM Reg Normal Typ 5250 70
## 1320 1.5Fin RM Reg Normal Typ 5700 50
## 1321 2.5Unf RM Reg Normal Typ 13500 75
## 1323 2Story RM Reg Normal Typ 10800 70
## 1324 1Story RM Reg Normal Typ 9750 20
## 1325 1.5Fin RM Reg Normal Typ 12150 50
## 1326 1Story RM Reg Normal Typ 12702 20
## 1327 1Story RM Reg Normal Typ 8516 20
## 1328 1Story RL IR1 Normal Typ 7111 30
## 1330 1Story RM Reg Normal Typ 9100 40
## 1331 1.5Fin RL Reg Normal Typ 7010 50
## 1332 1.5Unf RM Reg Normal Typ 6130 45
## 1333 1.5Fin RM Reg Normal Typ 5000 50
## 1334 2Story RM Reg Normal Typ 5870 70
## 1335 1.5Fin RM Reg Normal Typ 6000 50
## 1336 1Story RM Reg Normal Typ 6000 30
## 1337 1.5Fin RM Reg Normal Typ 6000 50
## 1338 1.5Fin RM Reg Normal Typ 6000 50
## 1339 1.5Fin RM Reg Normal Typ 6000 50
## 1340 1.5Unf RM Reg Normal Typ 5000 45
## 1341 1.5Fin RM IR1 Normal Typ 5520 50
## 1343 1.5Fin RM Reg Normal Typ 6240 50
## 1345 1.5Fin RM Reg Normal Typ 6240 50
## 1347 2Story RM Reg Normal Typ 6120 70
## 1349 2Story RM IR1 Normal Typ 6155 70
## 1350 1Story RM IR1 Normal Typ 6324 30
## 1352 1.5Fin RL Reg Normal Typ 13053 50
## 1353 1.5Fin RL Reg Normal Typ 9120 50
## 1354 1.5Fin RL Reg Normal Typ 9144 50
## 1355 1.5Fin RL Reg Normal Typ 9144 50
## 1356 1Story RL Reg Normal Typ 10267 30
## 1357 2.5Unf RM Reg Normal Typ 8094 60
## 1358 2Story RM Reg Normal Typ 5100 70
## 1359 1.5Fin RM Reg Normal Typ 4347 50
## 1360 1Story RM IR1 Normal Typ 6291 30
## 1363 1.5Fin RM Reg Normal Typ 10320 50
## 1364 1Story RM Reg Normal Typ 7200 30
## 1365 1.5Fin RM Reg Family Typ 7006 50
## 1366 1.5Fin RM IR1 Normal Typ 7920 50
## 1367 1Story RM IR1 Normal Typ 8235 20
## 1369 1Story RM Reg Family Typ 10320 30
## 1370 2Story RM Reg Normal Typ 10320 190
## 1371 1.5Fin RM Reg Normal Typ 10320 50
## 1373 1Story RL Reg Normal Typ 8250 20
## 1374 1.5Fin RL Reg Normal Typ 21286 50
## 1376 1.5Fin RL Reg Normal Typ 10106 190
## 1378 1Story RL Reg Normal Typ 11200 20
## 1379 SLvl RL Reg Normal Typ 13014 80
## 1381 1Story RL IR1 Normal Typ 10265 20
## 1382 1Story RL IR1 Normal Typ 9764 20
## 1383 SFoyer RL IR1 Normal Typ 7703 85
## 1384 1Story RL IR1 Normal Typ 9981 20
## 1385 SFoyer RL IR1 Normal Typ 7400 85
## 1388 1Story RL Reg Normal Typ 9000 20
## 1389 1Story RL IR1 Normal Typ 8544 20
## 1390 1Story RL Reg Normal Typ 9239 20
## 1391 1Story RL Reg Normal Typ 14175 20
## 1392 1Story RL Reg Normal Typ 13284 20
## 1393 1Story RL Reg Normal Typ 13500 20
## 1395 1Story RL Reg Normal Typ 10200 30
## 1398 SLvl RL Reg Normal Typ 10200 80
## 1399 1Story RL Reg Normal Typ 2887 120
## 1400 2Story RL Reg Normal Typ 10005 60
## 1401 1Story RL IR1 Normal Typ 20270 20
## 1404 SLvl RL IR1 Normal Typ 11512 80
## 1405 1.5Fin RL Reg Normal Typ 5190 50
## 1406 1Story RL IR1 Normal Typ 10452 20
## 1407 1.5Fin RL IR2 Normal Typ 45600 50
## 1408 1Story RL Reg Normal Typ 19550 30
## 1409 1.5Fin RL Reg Normal Typ 21780 50
## 1410 2Story RL Reg Normal Typ 13728 70
## 1411 1Story RL Reg Normal Typ 9571 20
## 1412 SFoyer RL Reg Normal Typ 9350 90
## 1413 2Story RL Reg Normal Typ 9360 60
## 1414 1.5Fin RL Reg Normal Typ 8405 50
## 1415 2Story RL Reg Normal Typ 7000 190
## 1416 1Story RL Reg Normal Typ 10880 190
## 1417 1.5Fin RL Reg Normal Typ 9600 50
## 1418 1.5Fin RL Reg Normal Typ 9084 50
## 1419 2Story RL Reg Normal Typ 11839 60
## 1420 2Story RL IR3 Normal Typ 9771 60
## 1421 1Story RL Reg Normal Typ 9938 20
## 1422 2Story RL IR2 Normal Typ 14171 60
## 1423 SLvl RL IR1 Normal Typ 10541 80
## 1425 1Story RL IR1 Normal Typ 9345 20
## 1428 2Story RL IR2 Normal Typ 11228 60
## 1429 SLvl RL IR2 Normal Typ 11454 80
## 1430 1Story RL IR1 Normal Typ 11500 20
## 1431 2Story RL IR1 Normal Typ 12798 60
## 1432 1Story RL Reg Normal Typ 9750 20
## 1433 1Story RL Reg Normal Typ 9525 20
## 1434 1Story RL IR2 Normal Typ 9245 20
## 1435 1Story RL IR1 Normal Typ 8696 20
## 1436 2Story RL IR1 Normal Typ 13142 60
## 1437 2Story RL IR1 Normal Typ 8998 60
## 1439 2Story RL IR1 Normal Typ 8924 60
## 1440 1Story RL IR1 Normal Typ 9382 20
## 1441 1Story RL IR1 Normal Typ 12803 20
## 1442 2Story RL Reg Normal Typ 12435 60
## 1443 2Story RL IR1 Normal Typ 12192 60
## 1444 2Story RL IR1 Normal Typ 11250 60
## 1445 1Story RL IR1 Normal Typ 9200 20
## 1446 SLvl RL Reg Normal Typ 8385 80
## 1447 1Story RL IR1 Normal Typ 12250 20
## 1448 SLvl RL IR1 Normal Typ 10970 80
## 1451 1Story RL IR1 Normal Typ 7990 20
## 1452 1Story RL IR1 Normal Typ 7180 20
## 1453 1Story RL Reg Normal Typ 7200 20
## 1454 1Story RL Reg Normal Typ 9742 20
## 1455 2Story RL Reg Normal Typ 9473 60
## 1456 2Story RL IR1 Normal Typ 10316 60
## 1457 2Story RL Reg Normal Typ 10400 60
## 1458 2Story RL IR1 Normal Typ 9066 60
## 1459 2Story RL IR1 Normal Typ 11404 60
## 1460 2Story RL Reg Normal Typ 9240 60
## 1461 2Story RL IR1 Normal Typ 9720 60
## 1462 1Story RL IR2 Normal Typ 14860 20
## 1463 2Story RL Reg Normal Typ 11250 60
## 1464 2Story RL Reg Normal Typ 8158 60
## 1465 2Story RL IR2 Normal Typ 10905 60
## 1466 2Story RL IR1 Normal Typ 7226 60
## 1467 2Story RL IR1 Normal Typ 11690 60
## 1468 2Story RL Reg Normal Typ 8750 60
## 1469 1Story RM Reg Normal Typ 4435 120
## 1470 1Story RM Reg Normal Typ 4426 120
## 1471 1Story RL Reg Normal Typ 13125 20
## 1473 1Story RL Reg Normal Typ 9135 20
## 1474 2Story RL Reg Normal Typ 8450 60
## 1475 1Story RL Reg Normal Typ 9750 20
## 1476 1Story RL Reg Normal Typ 8450 20
## 1477 2Story RL Reg Normal Typ 8320 60
## 1478 1Story RL Reg Normal Typ 11049 20
## 1479 1Story RL Reg Normal Typ 11058 20
## 1480 1Story RL Reg Normal Typ 9627 20
## 1481 2Story RL Reg Normal Typ 8199 60
## 1482 1Story RM Reg Normal Typ 4426 120
## 1483 1Story RM Reg Normal Typ 4426 120
## 1484 1Story RM Reg Normal Typ 4438 120
## 1485 1Story RM Reg Normal Typ 4438 120
## 1486 1Story RL Reg Normal Typ 8777 30
## 1487 1.5Fin RL Reg Normal Typ 8777 90
## 1489 1Story RL Reg Normal Typ 9937 20
## 1490 SFoyer RL Reg Family Typ 12102 85
## 1491 1Story RL Reg Normal Typ 6500 20
## 1492 1Story RL Reg Normal Typ 13907 30
## 1493 SFoyer RL Reg Normal Typ 10012 85
## 1494 2Story RL Reg Normal Typ 6931 60
## 1495 SLvl RL IR1 Normal Typ 9638 80
## 1496 2Story RL Reg Normal Typ 7200 60
## 1497 1Story RL Reg Normal Typ 7024 20
## 1498 1Story RL IR1 Normal Typ 47007 20
## 1500 SLvl RM Reg Normal Typ 3675 180
## 1501 1Story RL Reg AdjLand Typ 6040 90
## 1502 1Story RL Reg AdjLand Typ 6012 90
## 1503 1Story RL Reg Normal Typ 12108 90
## 1504 1Story RL Reg Normal Typ 6845 90
## 1505 1Story RL Reg Normal Typ 6931 190
## 1506 1.5Fin RL Reg Family Typ 12180 50
## 1508 1Story RL Reg Normal Typ 9520 20
## 1509 1.5Fin RL Reg Normal Typ 11767 50
## 1510 1.5Fin RL Reg Normal Typ 8172 50
## 1511 1.5Fin RL IR1 Normal Typ 16466 50
## 1513 1.5Fin RL Reg Normal Typ 5142 30
## 1514 1Story RL Reg Normal Typ 5604 30
## 1515 1Story RL Reg Normal Typ 8248 30
## 1516 2Story RL Reg Normal Typ 5687 190
## 1517 2Story RH IR1 Normal Typ 12155 70
## 1518 2.5Fin RL Reg Normal Typ 8400 75
## 1519 1.5Fin RL Reg Normal Typ 8400 50
## 1520 1Story RL Reg Normal Typ 7290 30
## 1522 2Story RL Reg Normal Typ 9842 70
## 1524 2Story RL Reg Normal Typ 8969 70
## 1526 2Story RL Reg Normal Typ 15576 70
## 1527 1.5Fin RL Reg Normal Typ 15564 50
## 1528 1Story RL Reg Normal Typ 6292 30
## 1529 2Story RL Reg Normal Typ 7609 70
## 1531 2Story RL IR1 Normal Typ 9650 70
## 1532 2Story RL Reg Normal Typ 7200 70
## 1533 2Story RL IR1 Normal Typ 11988 70
## 1535 1.5Fin RL IR1 Normal Typ 9260 50
## 1536 1Story RL IR1 Normal Typ 7801 20
## 1538 1.5Fin RL IR1 Normal Typ 14100 50
## 1539 1.5Fin RL IR1 Normal Typ 15660 50
## 1540 1.5Fin RL Reg Normal Typ 12392 50
## 1541 1Story RL IR1 Normal Typ 26073 20
## 1542 1Story RL IR1 Normal Typ 14778 20
## 1543 2Story RM Reg Normal Typ 1879 160
## 1544 2Story RM Reg Normal Typ 1950 160
## 1545 1Story RM Reg Normal Typ 7000 30
## 1546 1.5Fin RM Reg Normal Typ 6000 50
## 1547 1Story RM Reg Normal Typ 3636 30
## 1548 1Story RM Reg Normal Typ 5890 30
## 1549 1Story RM Reg Normal Typ 6900 30
## 1550 1.5Fin RM Reg Normal Typ 8155 50
## 1552 1Story RM Reg Normal Typ 7392 30
## 1553 1.5Fin RM Reg Normal Typ 9000 50
## 1562 1Story RM IR1 Normal Typ 3811 120
## 1563 1Story RM IR1 Normal Typ 3842 120
## 1564 1Story RL IR2 Normal Typ 23730 20
## 1565 1Story RL IR1 Normal Typ 13265 20
## 1566 2Story RL Reg Normal Typ 11050 60
## 1567 SLvl RL Reg Normal Typ 9880 80
## 1568 1Story RL Reg Normal Typ 10125 20
## 1570 1Story RL Reg Normal Typ 9990 20
## 1572 1Story RL IR1 Normal Typ 4084 120
## 1574 1Story RL IR1 Normal Typ 11563 20
## 1577 SLvl RL Reg Normal Typ 9802 80
## 1578 SLvl RL Reg Normal Typ 9735 80
## 1580 1Story RL IR1 Normal Typ 12890 20
## 1582 1Story RL Reg Normal Typ 18265 20
## 1584 1Story RL IR1 Normal Typ 11202 20
## 1585 1Story RL IR1 Normal Typ 7915 20
## 1586 2Story RL Reg Normal Typ 12244 60
## 1587 1Story RL IR1 Normal Typ 11449 20
## 1588 1Story RL IR1 Normal Typ 11447 20
## 1592 1Story RM Reg Normal Typ 4500 120
## 1593 SFoyer RL Reg Normal Typ 14137 85
## 1594 1Story RM Reg Normal Typ 4224 120
## 1595 2Story RM Reg Normal Typ 2665 160
## 1596 2Story RM Reg Normal Typ 2665 160
## 1597 SFoyer RM Reg Normal Typ 1974 180
## 1598 SLvl RM Reg Normal Typ 1596 180
## 1599 1Story RL IR1 Normal Typ 17979 20
## 1600 2Story RM Reg Normal Typ 1477 160
## 1601 SFoyer RM Reg Normal Typ 1890 180
## 1602 1Story RL Reg Normal Typ 21750 20
## 1603 1Story RL Reg Normal Typ 6490 20
## 1604 1Story RL IR1 Normal Typ 6951 20
## 1605 1Story RL Reg Normal Typ 6600 20
## 1606 1Story RL Reg Normal Typ 6600 20
## 1607 1Story RL Reg Normal Typ 6600 20
## 1609 1Story RL Reg Normal Typ 12395 20
## 1612 1Story RL Reg Normal Typ 10667 20
## 1613 1Story RL Reg Normal Typ 10628 20
## 1614 1Story RL IR1 Normal Typ 13651 20
## 1615 1Story RL IR1 Normal Typ 15865 20
## 1616 2Story RL IR1 Family Typ 12394 60
## 1617 2Story RL IR1 Normal Typ 10364 60
## 1618 2Story RL IR2 Normal Typ 13869 60
## 1619 2Story RL IR1 Normal Typ 8773 60
## 1620 SLvl RL IR1 Normal Typ 8872 80
## 1621 1Story RL Reg Normal Typ 5330 120
## 1622 SLvl RL IR1 Normal Typ 10147 80
## 1624 2Story RL Reg Normal Typ 7875 60
## 1625 1Story RL Reg Normal Typ 7875 20
## 1626 2Story RL Reg Normal Typ 7500 60
## 1627 1Story RL IR1 Normal Typ 9556 20
## 1628 SLvl RL IR1 Normal Typ 10784 80
## 1629 SLvl RL IR1 Normal Typ 9125 80
## 1630 2Story RL IR1 Normal Typ 7655 60
## 1632 1Story RL Reg Normal Typ 3696 120
## 1634 1Story RL IR1 Normal Typ 4740 120
## 1635 1Story RL IR1 Normal Typ 5118 120
## 1636 1Story RL IR1 Normal Typ 14157 20
## 1637 2Story RL IR1 Normal Typ 12328 60
## 1640 1Story RL IR1 Normal Typ 8035 120
## 1642 1Story RL IR1 Normal Typ 14082 20
## 1644 1Story RL IR1 Normal Typ 12546 20
## 1647 2Story RL Reg Normal Typ 12090 60
## 1648 1Story RL Reg Normal Typ 12299 20
## 1649 2Story RL IR1 Normal Typ 11339 60
## 1650 2Story RL Reg Normal Typ 11952 60
## 1651 2Story RL IR1 Normal Typ 12046 60
## 1652 SLvl RL IR1 Normal Typ 10395 80
## 1653 1Story RL Reg Normal Typ 11850 20
## 1654 SLvl RL Reg Normal Typ 11584 60
## 1655 1Story RL Reg Normal Typ 10400 20
## 1657 1Story RL IR1 Normal Typ 13001 20
## 1658 1Story RL IR1 Normal Typ 12243 20
## 1659 2Story RL Reg Normal Typ 11700 60
## 1660 2Story RL Reg Normal Typ 12384 60
## 1661 SLvl RL IR1 Normal Typ 8991 80
## 1662 2Story RL Reg Normal Typ 8000 60
## 1663 SLvl RL Reg Normal Typ 10500 80
## 1664 1Story RL IR1 Normal Typ 10530 20
## 1665 2Story RL IR1 Normal Typ 7472 60
## 1667 1Story RL Reg Normal Typ 7920 20
## 1668 1Story RL IR1 Normal Typ 9758 20
## 1669 1Story RL Reg Normal Typ 8294 20
## 1670 1Story RL IR1 Normal Typ 7340 20
## 1671 1Story RL Reg Normal Typ 17199 20
## 1672 1Story RL Reg Normal Typ 9000 20
## 1673 SFoyer RH Reg Normal Typ 4058 120
## 1674 1Story RH IR1 Normal Typ 4113 120
## 1675 1Story RH IR2 Normal Typ 10943 120
## 1676 2Story RM Reg Normal Typ 2205 160
## 1677 2Story RM Reg Normal Typ 1890 160
## 1678 2Story RM Reg Normal Typ 2058 160
## 1679 2Story RM Reg Normal Typ 2016 160
## 1681 1Story RL IR1 Normal Typ 4928 120
## 1682 2Story RL Reg Normal Typ 2308 160
## 1683 1Story RL Reg Normal Typ 2304 120
## 1684 1Story RL Reg Normal Typ 7150 20
## 1694 1Story RL Reg Normal Typ 15431 20
## 1698 2Story RL Reg Normal Typ 13693 60
## 1699 1Story RL IR1 Normal Typ 11428 20
## 1701 2Story RL IR1 Normal Typ 13654 60
## 1704 2Story RL Reg Normal Typ 9591 60
## 1707 1Story RL IR1 Normal Typ 13615 20
## 1708 2Story RL IR1 Normal Typ 13069 60
## 1709 2Story RL IR1 Normal Typ 12099 60
## 1710 2Story RL Reg Normal Typ 14277 60
## 1711 2Story RL Reg Normal Typ 11999 60
## 1713 1Story RL IR1 Normal Typ 9926 20
## 1714 1Story RL IR1 Normal Typ 9254 20
## 1716 1Story RL IR1 Normal Typ 7577 120
## 1718 1Story RL Reg Normal Typ 3903 120
## 1719 1Story RL IR1 Normal Typ 6289 120
## 1720 1Story RL Reg Normal Typ 4590 120
## 1721 1Story RL Reg Normal Typ 4590 120
## 1722 1Story RL IR1 Normal Typ 6442 120
## 1723 1Story RL IR1 Normal Typ 7841 120
## 1724 1Story RL Reg Normal Typ 7313 120
## 1727 1Story RL Reg Normal Typ 3242 120
## 1729 2Story RL Reg Normal Typ 10237 60
## 1734 1Story RL IR1 Normal Typ 12216 20
## 1744 1Story RL Reg Normal Typ 3621 120
## 1746 1Story RL IR3 Family Typ 14572 20
## 1747 SLvl RL IR2 Normal Typ 16219 80
## 1748 SLvl RL IR1 Family Typ 11084 80
## 1749 2Story RL IR1 Normal Typ 11796 60
## 1751 2Story RL IR1 Normal Typ 8244 60
## 1752 SLvl RL IR1 Normal Typ 11950 80
## 1753 2Story RL Reg Normal Typ 7875 60
## 1755 2Story RL IR1 Normal Typ 8740 60
## 1756 2Story RL Reg Normal Typ 7917 60
## 1757 SLvl RL IR1 Normal Typ 9967 80
## 1758 2Story RL Reg Normal Typ 7750 60
## 1759 2Story RL IR1 Normal Typ 9487 60
## 1760 2Story RL IR1 Normal Typ 9649 60
## 1762 2Story RL IR1 Normal Typ 12191 60
## 1763 2Story RL Reg Normal Typ 11000 60
## 1764 1Story RL Reg Normal Typ 11400 20
## 1765 2Story RL IR1 Normal Typ 10557 60
## 1766 2Story RL IR1 Normal Typ 11002 60
## 1767 2Story RL Reg Normal Typ 10790 60
## 1769 2Story RL IR1 Normal Typ 9920 60
## 1770 2Story RL IR1 Normal Typ 11787 60
## 1772 2Story RL IR1 Normal Typ 12257 60
## 1773 1Story RL IR1 Normal Typ 12692 20
## 1774 2Story RL Reg Normal Typ 11762 60
## 1775 2Story RL IR1 Normal Typ 9044 60
## 1778 1Story RL IR1 Normal Typ 11670 20
## 1779 1Story RL IR1 Normal Typ 15256 20
## 1780 1Story RL Reg Family Typ 10612 20
## 1782 1Story RL IR1 Normal Typ 13501 20
## 1787 1Story RL Reg Normal Typ 10000 20
## 1788 1Story RL Reg Normal Typ 8847 20
## 1790 1Story RL Reg Normal Typ 8251 20
## 1791 1Story RL Reg Normal Typ 10084 20
## 1792 2Story RL Reg Family Typ 9605 60
## 1793 2Story RL Reg Normal Typ 8778 60
## 1798 2Story FV Reg Normal Typ 9000 60
## 1801 1Story FV Reg Normal Typ 11096 20
## 1804 1Story FV IR1 Normal Typ 11824 20
## 1806 2Story FV IR1 Normal Typ 11143 60
## 1808 1Story RL Reg Normal Typ 7500 20
## 1809 1Story RL Reg Normal Typ 12450 20
## 1810 1Story RL IR1 Normal Typ 7441 20
## 1811 2Story RL IR1 Normal Typ 8462 60
## 1812 2Story RL IR2 Normal Typ 11613 60
## 1813 1Story RL Reg Normal Typ 8450 20
## 1814 1Story RL IR3 Normal Typ 16196 20
## 1815 1Story RL Reg Normal Typ 8012 120
## 1816 2Story RL Reg Normal Typ 8012 160
## 1817 SFoyer RL IR1 Normal Typ 9180 85
## 1818 1Story RH Reg Normal Typ 8400 90
## 1819 1Story RL Reg Normal Typ 6285 20
## 1820 1Story RL Reg Normal Typ 8480 20
## 1821 1Story RL Reg Normal Typ 7420 20
## 1822 1Story RL IR1 Normal Typ 7758 20
## 1823 1Story RL Reg Normal Typ 6970 20
## 1825 1Story RL Reg Normal Typ 7476 20
## 1826 1Story RL IR1 Normal Typ 9945 20
## 1827 1Story RL IR1 Normal Typ 6173 20
## 1828 2Story RL IR1 Normal Typ 19522 60
## 1829 2Story RL IR1 Normal Typ 17542 60
## 1830 1Story RL IR1 Normal Typ 10751 20
## 1833 2Story RL IR1 Normal Typ 9572 60
## 1834 1.5Fin RL Reg Normal Typ 10678 50
## 1835 1Story FV IR1 Normal Typ 4379 120
## 1843 2Story FV Reg Normal Typ 2280 160
## 1844 2Story FV Reg Normal Typ 3230 160
## 1845 2Story FV Reg Normal Typ 2117 160
## 1846 2Story FV Reg Normal Typ 2117 160
## 1847 2Story FV Reg Normal Typ 2117 160
## 1848 2Story FV IR2 Normal Typ 5105 160
## 1849 2Story FV Reg Normal Typ 2645 160
## 1850 2Story FV IR1 Normal Typ 7399 60
## 1851 1Story FV IR1 Normal Typ 7321 20
## 1852 2Story FV IR1 Normal Typ 8010 60
## 1853 2Story FV IR1 Normal Typ 8413 60
## 1854 1Story RL IR2 Normal Typ 9466 120
## 1855 1Story RL Reg Normal Typ 12000 20
## 1856 SLvl RL IR1 Normal Typ 16157 80
## 1857 1Story RL IR1 Normal Typ 10768 20
## 1858 1Story RL IR1 Normal Typ 3840 120
## 1859 SLvl RL Reg Normal Typ 9600 80
## 1860 1Story RL Reg Normal Typ 9600 20
## 1861 1Story RL IR1 Normal Typ 17778 20
## 1862 1.5Fin RL IR1 Normal Typ 18890 90
## 1863 2Story FV Reg Normal Typ 7050 60
## 1864 1Story RL Reg Normal Typ 11700 20
## 1865 2Story RL Reg Normal Typ 8000 60
## 1866 SFoyer RL IR1 Normal Typ 8723 85
## 1867 1Story RL Reg Normal Typ 11700 20
## 1868 1Story RL IR1 Normal Typ 11358 20
## 1869 1Story RL Reg Normal Typ 9547 20
## 1870 2Story RL Reg Normal Typ 10530 60
## 1871 1Story RL IR1 Normal Typ 11500 90
## 1872 1Story RL IR1 Normal Typ 10738 20
## 1873 1Story RL Reg Normal Typ 9600 20
## 1874 1Story RL Reg Normal Typ 10800 20
## 1875 1Story RL Reg Normal Typ 8050 20
## 1876 1Story RL IR1 Normal Typ 10355 20
## 1877 1Story RL Reg Normal Typ 10289 20
## 1879 1Story RL IR1 Normal Typ 10624 90
## 1880 1Story RL IR1 Normal Typ 10899 90
## 1882 1Story RL IR1 Normal Typ 12772 20
## 1883 1Story RL IR1 Normal Typ 8892 20
## 1884 SLvl RL Reg Normal Typ 10482 80
## 1885 1Story RL IR1 Normal Typ 7535 20
## 1887 1Story RL IR1 Normal Typ 8339 20
## 1888 1Story RL IR1 Normal Typ 14357 20
## 1889 1Story RL IR1 Normal Typ 8243 20
## 1890 1Story RL Reg Normal Typ 8680 20
## 1891 1Story RL Reg Normal Typ 8800 20
## 1892 SLvl RL Reg Normal Typ 9200 80
## 1894 2Story RL Reg Normal Typ 8800 60
## 1895 1Story RL IR1 Normal Typ 11382 20
## 1896 1Story RL Reg Normal Typ 22002 20
## 1897 1Story RL IR1 Normal Typ 14585 20
## 1898 1Story RL Reg Normal Typ 7388 20
## 1899 1Story RL Reg Normal Typ 9842 90
## 1900 1Story RL IR1 Normal Typ 8280 20
## 1901 1.5Unf RL Reg Normal Typ 12172 45
## 1903 1Story RL Reg Normal Typ 5000 20
## 1904 1.5Fin RL Reg Normal Typ 3500 50
## 1905 1Story RL Reg Normal Typ 5175 20
## 1906 2Story RL Reg Normal Typ 9500 60
## 1907 1Story RL Reg Normal Typ 9600 20
## 1908 2Story RL Reg Normal Typ 11345 90
## 1909 1.5Fin RL Reg Normal Typ 9492 50
## 1910 2Story RL Reg Normal Typ 9480 70
## 1911 1Story RL Reg Normal Typ 8668 90
## 1912 SFoyer RL IR1 Normal Typ 10050 85
## 1913 SLvl RL IR1 Normal Typ 9600 80
## 1914 1Story RL Reg Normal Typ 10150 20
## 1915 1.5Fin RL Reg Normal Typ 11344 50
## 1917 1Story RL Reg Normal Typ 8760 20
## 1918 1Story RL IR1 Normal Typ 6860 20
## 1919 1Story RL Reg Normal Typ 8250 20
## 1920 1Story RL Reg Normal Typ 8176 20
## 1921 1Story RL Reg Normal Typ 9750 20
## 1922 1Story RL Reg Normal Typ 9250 20
## 1923 1Story RL IR1 Normal Typ 11988 20
## 1924 1Story RL Reg Normal Typ 9100 20
## 1925 1Story RL Reg Normal Typ 9736 20
## 1926 1Story RL Reg Normal Typ 9770 20
## 1927 1Story RL Reg Normal Typ 10152 20
## 1928 1Story RL IR3 Normal Typ 12155 20
## 1929 1Story RL IR1 Normal Typ 12198 20
## 1930 1Story RL Reg Normal Typ 10050 20
## 1931 1Story RL Reg Normal Typ 11556 20
## 1932 1Story RL Reg Normal Typ 8078 90
## 1933 1Story RL Reg Normal Typ 10950 20
## 1934 1Story RL Reg Normal Typ 7942 20
## 1935 1Story RL Reg Normal Typ 8923 20
## 1936 1Story RL Reg Normal Typ 8540 20
## 1938 1.5Fin RL Reg Normal Typ 7150 50
## 1939 1Story RL Reg Normal Typ 8400 20
## 1940 1Story RL Reg Normal Typ 13300 20
## 1942 1Story RL Reg Normal Typ 15783 20
## 1943 1.5Fin RL Reg Normal Typ 14190 50
## 1944 1.5Unf RL Reg Normal Typ 9600 45
## 1945 1.5Fin RL IR1 Normal Typ 12099 50
## 1947 1.5Fin RL Reg Normal Typ 10134 50
## 1948 1.5Unf RL Reg Normal Typ 5500 45
## 1950 1Story RL Reg Normal Typ 10800 30
## 1951 2Story RL Reg Normal Typ 10800 70
## 1953 SLvl RL IR1 Normal Typ 10090 80
## 1955 1Story RL IR1 Normal Typ 8300 20
## 1956 2Story RL IR1 Family Typ 11606 60
## 1957 1.5Fin RL Reg Normal Typ 8064 50
## 1958 1Story RL Reg Normal Typ 11664 20
## 1959 1.5Fin RL Reg Normal Typ 10496 50
## 1960 1Story RL Reg Normal Typ 7200 20
## 1962 1Story RL Reg Normal Typ 7200 20
## 1963 1Story RL Reg Family Typ 7000 20
## 1964 1Story RL Reg Normal Typ 7500 20
## 1965 1Story RL Reg Normal Typ 7315 20
## 1966 1Story RL Reg Family Typ 7903 20
## 1967 1Story RL Reg Normal Typ 8000 20
## 1968 1Story RL Reg Normal Typ 8000 90
## 1969 1Story RL Reg Normal Typ 7000 20
## 1970 2Story RL Reg Normal Typ 9760 60
## 1971 2Story RL Reg Normal Typ 7590 60
## 1972 1Story RL Reg Normal Typ 6600 20
## 1973 SFoyer RL Reg Normal Typ 6760 85
## 1974 1Story RM Reg Normal Typ 6978 30
## 1976 1.5Fin RM Reg Normal Typ 6000 50
## 1977 1Story RM Reg Normal Typ 4480 30
## 1978 SFoyer RM Reg Normal Typ 7200 90
## 1979 1Story RM Reg Normal Typ 3153 30
## 1980 1Story RM Reg Normal Typ 10800 30
## 1981 1Story RM Reg Normal Typ 7200 30
## 1982 1.5Fin RM Reg Normal Typ 9000 50
## 1983 1.5Fin RM Reg Normal Typ 6000 50
## 1985 1.5Fin RM Reg Normal Typ 5925 50
## 1986 1Story RM Reg Normal Typ 6000 30
## 1987 2Story RM Reg Normal Typ 9639 70
## 1988 1Story RM Reg Normal Typ 3880 30
## 1989 1Story RM Reg Normal Typ 8520 30
## 1990 2Story RM IR1 Normal Typ 10337 70
## 1992 1.5Fin RM Reg Normal Typ 9600 50
## 1993 2Story RM Reg Normal Typ 4571 70
## 1995 1.5Fin RM Reg Normal Typ 8398 50
## 1996 2Story RM Reg Normal Typ 9900 70
## 1998 2.5Unf RM Reg Normal Typ 13500 75
## 2000 1Story RM Reg Normal Typ 5400 40
## 2002 2Story RM Reg Normal Typ 10800 70
## 2003 1.5Fin RM Reg Normal Typ 9439 50
## 2004 1Story RM Reg Normal Typ 8626 20
## 2007 1.5Fin RM Reg Normal Typ 8674 50
## 2009 1.5Fin RL IR1 Normal Typ 8737 50
## 2010 1.5Fin RM Reg Normal Typ 6125 50
## 2011 2Story RM Reg Normal Typ 6000 70
## 2012 1.5Fin RM Reg Normal Typ 6000 50
## 2013 1.5Unf RM Reg Normal Typ 6120 45
## 2014 1.5Fin RM Reg Normal Typ 6240 50
## 2015 1.5Fin RM Reg Normal Typ 6240 50
## 2016 1.5Fin RM Reg Normal Typ 6240 50
## 2017 1.5Fin RM Reg Normal Typ 6120 50
## 2018 2Story RM Reg Normal Typ 6120 70
## 2019 1.5Unf RM Reg Normal Typ 6120 45
## 2020 1.5Fin RM Reg Normal Typ 6240 50
## 2021 1Story RM Reg Normal Typ 6180 30
## 2022 2Story RM Reg Normal Typ 7755 70
## 2023 2Story RL Reg Normal Typ 13515 70
## 2024 1.5Fin RL Reg Normal Typ 8850 50
## 2025 1.5Fin RL Reg Family Typ 8550 50
## 2026 2Story RL Reg Normal Typ 8730 70
## 2027 2Story RM IR1 Normal Typ 5700 70
## 2028 1.5Fin RM Reg Family Typ 8520 50
## 2029 1.5Fin RM Reg AdjLand Typ 5680 45
## 2030 1.5Fin RM Reg AdjLand Typ 5680 50
## 2031 1.5Fin RM Reg Normal Typ 7758 50
## 2032 1.5Unf RM Reg Normal Typ 7449 45
## 2033 SLvl RM Reg Normal Typ 13200 80
## 2034 2Story RM Reg Normal Typ 6882 70
## 2035 1.5Fin RM Reg Normal Typ 9000 50
## 2036 2Story RM Reg Normal Typ 9780 60
## 2037 1.5Fin RM Reg Normal Typ 10320 50
## 2039 2.5Unf RM Reg Normal Typ 7200 75
## 2040 1Story RM Reg Normal Typ 4800 30
## 2041 1.5Fin RM IR1 Normal Typ 12358 50
## 2042 2.5Unf RM IR1 Normal Typ 10120 190
## 2043 1.5Unf RM IR1 Normal Typ 4388 45
## 2045 2Story RL Reg Normal Typ 12888 70
## 2047 1.5Fin RL Reg AdjLand Typ 8160 50
## 2048 1.5Fin RL IR1 Normal Typ 4484 190
## 2049 SFoyer RL Reg Normal Typ 11235 190
## 2051 1Story RL Reg Normal Typ 14299 20
## 2052 1Story RL Reg Normal Typ 7943 20
## 2053 SLvl RL IR1 Normal Typ 14149 80
## 2054 1Story RL IR1 Normal Typ 11677 20
## 2055 SFoyer RL Reg Normal Typ 8400 85
## 2056 1Story RL IR1 Normal Typ 7094 20
## 2057 1Story RL IR1 Family Typ 8978 20
## 2058 1Story RL Reg Normal Typ 8425 190
## 2059 1Story RL IR1 Normal Typ 8665 20
## 2060 1Story RL IR1 Normal Typ 8398 20
## 2061 1Story RL Reg Normal Typ 7742 20
## 2062 1Story RL Reg Normal Typ 8724 20
## 2063 1Story RL Reg Normal Typ 8197 20
## 2064 1Story RL Reg Normal Typ 8169 20
## 2065 1Story RL Reg Normal Typ 14175 20
## 2067 1Story RL Reg Normal Typ 25339 30
## 2068 1.5Fin RL Reg Normal Typ 6960 50
## 2069 1Story RL Reg Normal Typ 11375 20
## 2070 1Story RL Reg Normal Typ 13770 20
## 2073 1Story RL Reg Normal Typ 11075 20
## 2074 2Story RL IR1 Normal Typ 10029 60
## 2075 1Story RL IR1 Normal Typ 17541 20
## 2079 1Story RL Reg Normal Typ 12615 20
## 2080 1.5Fin RL Reg Normal Typ 10512 50
## 2081 1Story RL Reg Normal Typ 5400 20
## 2084 1Story RL IR1 Normal Typ 9098 30
## 2085 1Story RL Reg Normal Typ 3869 120
## 2086 1Story RL Reg Normal Typ 9280 20
## 2087 1.5Fin RL Reg Normal Typ 11100 50
## 2088 1.5Fin RL Reg Normal Typ 7550 50
## 2089 1Story RL Reg Normal Typ 9060 20
## 2091 1Story RL IR1 Normal Typ 10357 20
## 2092 2Story RL Reg Normal Typ 13474 60
## 2093 2Story RL IR1 Normal Typ 10380 60
## 2094 2Story RL IR1 Normal Typ 13125 60
## 2095 2Story RL Reg Normal Typ 11287 60
## 2096 2Story RL Reg Normal Typ 9317 60
## 2107 1Story RL Reg Normal Typ 8556 20
## 2109 1Story RL IR1 Normal Typ 11750 20
## 2110 1Story RL Reg Normal Typ 8760 20
## 2111 1Story RL Reg Normal Typ 7242 20
## 2112 2Story RL Reg Normal Typ 9316 60
## 2113 1Story RL IR1 Normal Typ 9317 20
## 2114 2Story RL IR1 Normal Typ 14364 60
## 2115 2Story RL IR1 Normal Typ 8883 60
## 2117 2Story RL IR2 Normal Typ 53107 60
## 2118 2Story RL IR1 Normal Typ 12205 60
## 2119 1Story RL IR1 Normal Typ 20064 20
## 2120 1Story RL IR2 Normal Typ 14217 20
## 2121 1Story RL Reg Normal Typ 8775 20
## 2122 1Story RL IR2 Normal Typ 11249 20
## 2123 2Story RL IR1 Normal Typ 10021 60
## 2124 2Story RL IR1 Normal Typ 9531 60
## 2125 1Story RL IR2 Normal Typ 8428 20
## 2126 1Story RL IR2 Normal Typ 16561 20
## 2127 1Story RL Reg Normal Typ 8070 20
## 2128 2Story RL IR1 Normal Typ 9337 60
## 2129 2Story RL IR2 Normal Typ 10820 60
## 2130 2Story RL IR2 Normal Typ 12352 60
## 2131 2Story RL IR1 Normal Typ 9543 60
## 2132 2Story RL Reg Normal Typ 8826 60
## 2133 1Story RL IR1 Normal Typ 10665 20
## 2134 2Story RL Reg Normal Typ 11317 60
## 2135 1Story RL IR1 Family Typ 11800 20
## 2136 SLvl RL IR1 Normal Typ 8660 80
## 2137 SLvl RL Reg Normal Typ 9720 80
## 2138 1Story RL IR1 Normal Typ 8982 20
## 2139 1Story RL IR1 Normal Typ 16300 20
## 2140 1Story RL Reg Normal Typ 9675 20
## 2141 1Story RL Reg Normal Typ 7700 20
## 2142 1Story RL Reg Normal Typ 10356 20
## 2143 1Story RL Reg Normal Typ 7200 20
## 2144 1Story RL Reg Normal Typ 7200 20
## 2145 1Story RL Reg Normal Typ 10386 20
## 2146 2Story RL Reg Normal Typ 9375 60
## 2147 1Story RL Reg Normal Typ 11354 20
## 2148 1Story RL Reg Normal Typ 8749 20
## 2149 2Story RL Reg Normal Typ 8749 60
## 2150 2Story RL Reg Normal Typ 8158 60
## 2151 2Story RL IR3 Normal Typ 16226 60
## 2152 1Story RL Reg Normal Typ 11927 20
## 2153 2Story RL Reg Normal Typ 12728 60
## 2155 1Story RL IR1 Normal Typ 11248 20
## 2156 2Story RL Reg Normal Typ 10000 60
## 2157 1Story RM Reg Normal Typ 4435 120
## 2158 1Story RL IR2 Normal Typ 17227 20
## 2159 2Story RL Reg Normal Typ 8200 60
## 2160 1Story RL Reg Normal Typ 8450 20
## 2162 2Story RL IR1 Normal Typ 9245 60
## 2163 1Story RL Reg Normal Typ 8500 20
## 2164 1Story RL Reg Normal Typ 8769 20
## 2166 2Story RL Reg Normal Typ 8333 60
## 2167 2Story RL IR1 Normal Typ 9045 60
## 2168 1Story RL Reg Normal Typ 9170 20
## 2170 1Story RL Reg Normal Typ 8308 20
## 2171 1Story RL Reg Normal Typ 10921 20
## 2172 1.5Fin RL Reg Normal Typ 16287 50
## 2174 SFoyer RL Reg Normal Typ 11841 90
## 2175 SLvl RL Reg Normal Typ 6285 80
## 2176 1Story RL IR1 Normal Typ 7917 20
## 2177 2Story RL IR1 Normal Typ 9555 90
## 2179 1Story RL Reg Normal Typ 7024 20
## 2180 2Story RL Reg Normal Typ 7023 60
## 2183 SFoyer RM Reg Normal Typ 3675 180
## 2184 1Story RL Reg Normal Typ 6400 20
## 2185 1Story RL Reg Normal Typ 6882 90
## 2186 1Story RL Reg Normal Typ 10215 20
## 2188 1Story RH Reg Normal Typ 4270 30
## 2189 1.5Fin RL Reg Normal Typ 10042 40
## 2192 1Story RL Reg Normal Typ 8172 20
## 2193 1Story RL Reg Family Typ 8172 20
## 2194 1Story RL Reg Normal Typ 8190 20
## 2197 2Story RL Reg Normal Typ 10592 70
## 2198 1.5Unf RL Reg Normal Typ 10594 45
## 2199 1Story RL Reg Normal Typ 7223 30
## 2200 1.5Fin RL Reg Normal Typ 6821 50
## 2201 1.5Fin RL Reg Normal Typ 7200 50
## 2202 2Story RL Reg Normal Typ 4000 70
## 2203 2Story RL Reg Normal Typ 6720 70
## 2204 1.5Fin RL Reg Normal Typ 7642 50
## 2205 2Story RL Reg Normal Typ 7155 70
## 2206 2.5Unf RL Reg Normal Typ 7128 75
## 2207 1Story RL Reg Normal Typ 4280 30
## 2208 1.5Fin RL Reg Normal Typ 5362 50
## 2209 1Story RL Reg Normal Typ 6305 30
## 2210 2Story RH IR1 Normal Typ 7136 90
## 2211 2Story RH Reg Normal Typ 6270 90
## 2212 2.5Unf RL Reg Normal Typ 7230 70
## 2214 2Story RL IR1 Normal Typ 22420 70
## 2216 1.5Fin RL IR1 Normal Typ 7810 50
## 2217 1.5Fin RL IR1 Normal Typ 11275 50
## 2218 1.5Fin RL IR1 Normal Typ 6221 190
## 2220 2Story RL IR1 Normal Typ 7259 70
## 2221 1Story RL Reg Normal Typ 14442 20
## 2222 2Story RL Reg Normal Typ 13125 70
## 2224 1Story RL IR1 Normal Typ 25485 20
## 2225 1Story RL IR1 Normal Typ 21579 20
## 2226 2Story RM Reg Normal Typ 1782 160
## 2227 1Story RL IR2 Normal Typ 17871 20
## 2228 1Story RM IR1 Normal Typ 3907 120
## 2229 1Story RL IR1 Normal Typ 20693 20
## 2231 1Story RL IR1 Normal Typ 18044 20
## 2232 1.5Fin RM Reg Normal Typ 8500 50
## 2233 1.5Fin RM Reg Normal Typ 7000 50
## 2234 1.5Unf RM Reg Normal Typ 5000 45
## 2235 1.5Fin RM Reg Normal Typ 7288 50
## 2236 1.5Fin RM Reg Normal Typ 6060 50
## 2238 1Story RM Reg Normal Typ 3672 30
## 2239 1Story RM Reg Normal Typ 8263 30
## 2241 1.5Fin RM Reg Normal Typ 13710 50
## 2247 1Story RM IR1 Family Typ 4750 120
## 2248 SFoyer RL IR1 Normal Typ 12150 85
## 2249 SFoyer RL IR1 Normal Typ 7540 85
## 2250 1Story RL Reg Normal Typ 9187 20
## 2251 1Story RL Reg Normal Typ 10000 20
## 2252 1Story RL IR1 Normal Typ 12864 20
## 2253 1Story RL IR1 Normal Typ 9928 20
## 2254 SLvl RL IR1 Normal Typ 8750 80
## 2255 SFoyer RL IR1 Normal Typ 8410 85
## 2256 1Story RL IR1 Normal Typ 4054 120
## 2257 1Story RM IR1 Normal Typ 9763 120
## 2258 1Story RL Reg Normal Typ 16905 20
## 2259 1Story RL Reg Normal Typ 19958 20
## 2262 1Story RL IR1 Normal Typ 9037 20
## 2265 1Story RL Reg Normal Typ 10331 20
## 2266 1.5Fin RL IR1 Normal Typ 13758 50
## 2267 2Story RL IR1 Normal Typ 9303 60
## 2268 1Story RL IR1 Normal Typ 6718 20
## 2269 SLvl RL IR1 Normal Typ 9590 80
## 2270 1Story RL Reg Normal Typ 11305 20
## 2271 1Story RL IR1 Normal Typ 7777 20
## 2272 1Story RL Reg Normal Typ 14536 20
## 2273 2Story RL IR1 Normal Typ 11800 60
## 2274 1Story RL Reg Normal Typ 35133 20
## 2277 2Story RL IR1 Normal Typ 12665 60
## 2280 SFoyer RM IR1 Normal Typ 6710 120
## 2281 1Story RL Reg Normal Typ 25286 20
## 2282 1Story RL Reg Normal Typ 25000 90
## 2283 1Story RL Reg Normal Typ 32463 190
## 2284 1Story RM Reg Normal Typ 4224 120
## 2285 1Story RM Reg Normal Typ 4224 120
## 2286 2Story RM Reg Normal Typ 1504 160
## 2287 SLvl RM Reg Normal Typ 1533 180
## 2288 2Story RM Reg Normal Typ 1495 160
## 2289 2Story RM Reg Normal Typ 2001 160
## 2290 SFoyer RM Reg Normal Typ 1936 180
## 2291 2Story RM Reg Normal Typ 1890 160
## 2292 SLvl RL IR1 Normal Typ 11333 80
## 2293 SFoyer RL Reg Normal Typ 9129 85
## 2294 SLvl RL IR1 Normal Typ 15957 80
## 2296 2Story RL IR1 Normal Typ 8286 60
## 2297 SFoyer RL Reg Normal Typ 6723 85
## 2298 SFoyer RL Reg Normal Typ 7244 85
## 2300 1Story RL Reg Normal Typ 7599 20
## 2301 1Story RL IR2 Normal Typ 11000 20
## 2302 1Story RL Reg Normal Typ 8314 20
## 2303 1Story RL IR1 Normal Typ 11625 20
## 2305 1Story RL Reg Normal Typ 10447 20
## 2306 1Story RL IR1 Normal Typ 11027 20
## 2307 1Story RL IR1 Normal Typ 10533 20
## 2308 1Story RL IR1 Normal Typ 11765 20
## 2310 1Story RL Reg Normal Typ 11727 20
## 2311 2Story RL IR1 Normal Typ 8238 60
## 2312 2Story RL IR1 Normal Typ 13006 60
## 2313 2Story RL IR2 Normal Typ 13041 60
## 2314 2Story RL IR2 Normal Typ 13031 60
## 2315 2Story RL IR1 Normal Typ 9783 60
## 2316 2Story RL IR1 Normal Typ 11207 60
## 2319 2Story RL IR1 Normal Typ 13128 60
## 2320 2Story RL IR1 Normal Typ 10463 60
## 2323 2Story RL IR1 Normal Typ 13108 160
## 2324 1Story RL IR1 Normal Typ 8076 20
## 2325 2Story RL IR1 Normal Typ 7685 60
## 2326 2Story RL IR1 Normal Typ 9084 60
## 2327 1Story RL IR1 Normal Typ 3701 120
## 2328 2Story RL IR1 Normal Typ 5306 160
## 2329 1Story RL IR1 Normal Typ 6563 120
## 2338 2Story RL IR2 Normal Typ 14762 60
## 2339 1Story RL Reg Normal Typ 34650 190
## 2340 1Story RL Reg Normal Typ 8147 120
## 2342 1Story RL IR1 Normal Typ 18261 20
## 2343 1Story RL Reg Normal Typ 14145 20
## 2344 1.5Fin RL IR1 Normal Typ 13837 50
## 2345 2Story RL IR1 Normal Typ 16659 60
## 2346 2Story RL IR1 Normal Typ 18800 60
## 2347 SFoyer RL IR1 Normal Typ 10464 85
## 2348 1Story RL Reg Normal Typ 10400 20
## 2349 2Story RL Reg Normal Typ 10530 60
## 2350 1Story RL Reg Normal Typ 10240 20
## 2351 2Story RL IR1 Normal Typ 16692 60
## 2352 2Story RL Reg Normal Typ 11475 60
## 2353 SFoyer RL IR1 Normal Typ 9927 85
## 2355 SLvl RL Reg Normal Typ 10530 80
## 2356 1Story RL Reg Normal Typ 10140 20
## 2357 2Story RL Reg Normal Typ 10140 60
## 2358 1Story RL Reg Normal Typ 10140 20
## 2359 1Story RL Reg Normal Typ 10000 20
## 2362 1Story RL IR1 Normal Typ 8125 20
## 2363 1Story RL Reg Normal Typ 7200 20
## 2364 1Story RH IR2 Normal Typ 8773 120
## 2365 2Story RM Reg Normal Typ 2760 160
## 2367 2Story RM Reg Normal Typ 1953 160
## 2368 2Story RM Reg Normal Typ 1890 160
## 2370 2Story RM Reg Normal Typ 1680 160
## 2371 2Story RM Reg Normal Typ 1680 160
## 2372 2Story RM Reg Normal Typ 1680 160
## 2373 2Story RM Reg Normal Typ 1680 160
## 2374 1Story RL Reg Normal Typ 4043 120
## 2375 1Story RL Reg Normal Typ 7514 20
## 2376 SFoyer RL Reg Normal Typ 7838 85
## 2377 1Story RL Reg Normal Typ 2280 120
## 2378 2Story RL Reg Normal Typ 2179 160
## 2379 1Story RL Reg Normal Typ 16737 20
## 2382 1Story RL Reg Normal Typ 16163 20
## 2385 1Story RL IR1 Normal Typ 14780 20
## 2386 1Story RL IR1 Normal Typ 16033 20
## 2388 2Story RL Reg Normal Typ 13418 60
## 2390 2Story RL Reg Normal Typ 10240 60
## 2396 1Story RL IR1 Normal Typ 12378 20
## 2399 1Story RL IR1 Normal Typ 14828 20
## 2400 1Story RL IR1 Normal Typ 11846 20
## 2402 2Story RL Reg Normal Typ 10927 60
## 2403 2Story RL IR1 Normal Typ 13215 60
## 2404 1Story RL IR1 Normal Typ 7052 120
## 2405 1Story RL Reg Normal Typ 5911 120
## 2410 1Story RL IR1 Normal Typ 3136 120
## 2421 1Story RL Reg Normal Typ 3196 120
## 2422 1Story RL Reg Normal Typ 3196 120
## 2423 1Story RL Reg Normal Typ 2938 120
## 2424 1Story RM Reg Normal Typ 3072 120
## 2425 1Story RM Reg Normal Typ 3072 120
## 2428 1Story RL Reg Normal Typ 3013 120
## 2431 2Story RL IR3 Normal Typ 21930 60
## 2432 2Story RL IR1 Normal Typ 7861 60
## 2433 2Story RL IR1 Normal Typ 9056 60
## 2434 2Story RL IR1 Normal Typ 9171 60
## 2435 2Story RL IR1 Normal Typ 11194 60
## 2436 2Story RL Reg Normal Typ 7875 60
## 2437 2Story RL IR1 Normal Typ 8121 60
## 2438 2Story RL IR1 Normal Typ 8658 60
## 2439 2Story RL IR1 Normal Typ 11214 60
## 2440 2Story RL IR1 Normal Typ 10852 60
## 2442 2Story RL IR1 Normal Typ 8738 60
## 2443 2Story RL Reg Normal Typ 9452 60
## 2444 2Story RL IR1 Normal Typ 9660 60
## 2445 2Story RL Reg Normal Typ 9545 60
## 2446 2Story RL IR1 Normal Typ 35760 60
## 2447 2Story RL IR1 Normal Typ 9233 60
## 2448 2Story RL IR1 Normal Typ 12011 60
## 2450 2Story RL IR1 Normal Typ 10019 60
## 2451 2Story RL IR1 Normal Typ 17242 60
## 2452 2Story RL IR1 Normal Typ 10236 60
## 2453 2Story RL Reg Normal Typ 10120 60
## 2454 2Story RL IR1 Normal Typ 12585 60
## 2459 1Story RL Reg Normal Typ 8688 20
## 2466 2Story FV Reg Normal Typ 8125 60
## 2469 1Story FV Reg Normal Typ 7500 20
## 2471 1Story RL IR1 Normal Typ 7733 20
## 2476 2Story RL Reg Normal Typ 7800 60
## 2477 2Story RL IR1 Normal Typ 7632 60
## 2478 2Story RL IR1 Normal Typ 8304 60
## 2479 2Story RL Reg Normal Typ 7153 60
## 2480 2Story RL IR2 Family Typ 9370 60
## 2481 1Story RL Reg Normal Typ 7175 120
## 2482 1Story RL Reg Normal Typ 7175 120
## 2483 2Story RL IR1 Normal Typ 9019 60
## 2484 1Story RH Reg Normal Typ 8900 20
## 2486 1Story RL Reg Normal Typ 9100 20
## 2488 1.5Fin RM Reg Normal Typ 8927 90
## 2490 SLvl RL IR1 Normal Typ 8471 80
## 2491 1Story RL IR1 Normal Typ 9308 20
## 2492 1Story RL Reg Normal Typ 8450 20
## 2493 1Story RL IR1 Normal Typ 8638 20
## 2494 1Story RL IR1 Normal Typ 13052 20
## 2495 1Story RL IR1 Normal Typ 13526 20
## 2496 1Story RL IR1 Normal Typ 8020 20
## 2497 1Story RL Reg Normal Typ 6993 20
## 2498 1Story RL IR1 Normal Typ 8789 20
## 2500 2Story RL Reg Normal Typ 16059 60
## 2501 2Story RL Reg Normal Typ 11025 60
## 2503 2Story RL IR1 Normal Typ 13346 60
## 2504 1Story RL Reg Normal Typ 12461 20
## 2505 1Story FV Reg Normal Typ 3628 120
## 2506 1Story FV IR1 Normal Typ 3316 120
## 2507 2Story FV Reg Normal Typ 3180 160
## 2508 2Story FV Reg Normal Typ 2544 160
## 2509 2Story FV Reg Normal Typ 2544 160
## 2511 2Story FV Reg Normal Typ 2998 160
## 2512 2Story FV Reg Normal Typ 3735 160
## 2513 2Story FV Reg Normal Typ 2651 160
## 2514 2Story FV IR1 Normal Typ 4447 160
## 2515 2Story FV IR1 Normal Typ 8314 60
## 2516 1Story FV IR1 Normal Typ 7180 20
## 2517 1Story RL IR1 Normal Typ 9549 120
## 2518 1Story RL IR1 Normal Typ 11250 20
## 2519 1Story RL IR1 Normal Typ 3760 120
## 2520 1Story RL IR1 Normal Typ 3640 120
## 2521 1Story RL IR1 Normal Typ 3874 120
## 2522 1Story RL IR1 Normal Typ 3876 120
## 2523 1Story RL IR1 Normal Typ 50271 20
## 2524 1Story RL IR1 Normal Typ 13110 190
## 2525 SLvl RL IR1 Normal Typ 10192 80
## 2526 1Story RL IR2 Normal Typ 20781 20
## 2527 2Story RL Reg Normal Typ 11700 60
## 2528 2Story RL IR1 Normal Typ 11029 60
## 2530 1Story RL Reg Normal Typ 10140 20
## 2531 1Story RL Reg Normal Typ 9600 20
## 2532 SLvl RL Reg Normal Typ 9750 80
## 2533 1Story RL Reg Normal Typ 9600 20
## 2534 2Story RL Reg Normal Typ 8640 60
## 2536 1Story RL Reg Normal Typ 8400 20
## 2537 SFoyer RL Reg Normal Typ 8400 85
## 2538 1Story RL IR1 Normal Typ 9759 20
## 2539 SLvl RL Reg Normal Typ 9600 80
## 2540 1Story RL Reg Normal Typ 9230 20
## 2541 2Story RL IR1 Normal Typ 14803 60
## 2542 1Story RL IR1 Normal Typ 10659 20
## 2543 1Story RL Reg Normal Typ 9100 20
## 2544 1Story RL Reg Family Typ 8393 90
## 2546 1Story RL Reg Normal Typ 8800 20
## 2547 1Story RL IR1 Normal Typ 10368 20
## 2548 2Story RL Reg Normal Typ 9350 60
## 2549 SLvl RL Reg Normal Typ 10382 190
## 2551 1Story RL Reg Normal Typ 10800 20
## 2552 1Story RL Reg Normal Typ 8550 30
## 2553 1Story RL IR1 Normal Typ 11425 20
## 2554 1Story RL Reg Normal Typ 9724 20
## 2556 1Story RL IR1 Normal Typ 5900 30
## 2557 1Story RL IR1 Normal Typ 5825 30
## 2558 1.5Fin RL IR1 Normal Typ 7438 50
## 2561 1Story RL Reg Normal Typ 9600 20
## 2563 1.5Fin RL Reg Normal Typ 9490 50
## 2565 1Story RL Reg Normal Typ 9888 20
## 2566 1Story RL IR1 Normal Typ 8917 90
## 2567 SLvl RL IR1 Normal Typ 12700 80
## 2569 2Story RL Reg Normal Typ 14200 60
## 2572 1Story RL IR1 Normal Typ 9723 20
## 2573 SLvl RL Reg Normal Typ 7728 90
## 2574 SLvl RL Reg Normal Typ 8163 80
## 2575 1Story RL Reg Normal Typ 8400 20
## 2576 1Story RL Reg Normal Typ 11600 20
## 2577 1Story RL IR1 Normal Typ 9610 20
## 2578 SLvl RL Reg Normal Typ 10000 80
## 2579 1Story RL IR1 Normal Typ 14850 20
## 2580 1Story RL Reg Normal Typ 10152 20
## 2582 SFoyer RL IR1 Normal Typ 7032 90
## 2584 1Story RL Reg Normal Typ 11310 20
## 2585 1Story RL Reg Normal Typ 12778 20
## 2586 1Story RL Reg Normal Typ 10170 20
## 2588 1Story RL Reg Normal Typ 11050 20
## 2589 1Story RL Reg Normal Typ 13600 20
## 2590 1Story RL Reg Normal Typ 15428 20
## 2594 1.5Fin RL Reg Normal Typ 7500 50
## 2596 1Story RL Reg Normal Typ 10410 30
## 2597 1Story RL Reg Normal Typ 5400 20
## 2599 1Story RL Reg Normal Typ 10914 30
## 2600 1.5Fin RL Reg Normal Typ 7008 50
## 2601 1Story RL Reg Normal Typ 10800 30
## 2602 2Story RL Reg Normal Typ 7200 70
## 2604 1.5Fin RL Reg Family Typ 10410 50
## 2608 SLvl RL Reg Normal Typ 13400 80
## 2609 SLvl RL Reg Normal Typ 10184 80
## 2610 1.5Fin RL IR1 Normal Typ 9786 50
## 2611 1Story RL Reg Normal Typ 9510 20
## 2613 1Story RL Reg Normal Typ 8910 20
## 2615 1Story RL IR1 Normal Typ 7100 20
## 2617 1Story RL Reg Normal Typ 11650 20
## 2618 2Story RL IR1 Normal Typ 18275 60
## 2619 1Story RL IR1 Normal Typ 16321 20
## 2622 1Story RL Reg Normal Typ 7200 20
## 2623 1Story RL Reg Normal Typ 7200 20
## 2624 1Story RL Reg Normal Typ 7560 20
## 2625 1Story RL Reg Normal Typ 8544 90
## 2626 1Story RL Reg Normal Typ 8544 90
## 2627 1Story RL Reg Normal Typ 8544 90
## 2628 1Story RL Reg Normal Typ 8512 90
## 2629 1Story RL Reg Normal Typ 7945 20
## 2630 1Story RL Reg Normal Typ 7000 20
## 2631 2Story RL Reg Normal Typ 7590 60
## 2632 SFoyer RL IR1 Normal Typ 10205 85
## 2633 1Story RL Reg Normal Typ 7400 20
## 2634 1Story RL Reg Normal Typ 7000 20
## 2635 SFoyer RL Reg Normal Typ 7000 190
## 2636 2Story RM Reg Normal Typ 9856 70
## 2637 2Story RM Reg Family Typ 9906 70
## 2638 1.5Fin RM Reg Normal Typ 9600 50
## 2639 1.5Fin RM Reg Normal Typ 5520 50
## 2640 1.5Fin RM Reg Normal Typ 9600 50
## 2641 2Story RM Reg Normal Typ 9600 70
## 2642 2Story RM Reg Normal Typ 6451 70
## 2643 2Story RM Reg Normal Typ 3960 70
## 2644 1Story RM Reg Normal Typ 5684 30
## 2645 1.5Fin RM Reg Normal Typ 7745 190
## 2647 1Story RM Reg Normal Typ 5633 30
## 2649 1Story RM Reg Normal Typ 7200 20
## 2650 1.5Fin RM Reg Normal Typ 4400 50
## 2651 2Story RM Reg Normal Typ 7614 70
## 2652 1Story RM Reg Normal Typ 6000 190
## 2653 1.5Fin RM Reg Normal Typ 6000 50
## 2654 1Story RM Reg Normal Typ 7830 30
## 2655 1.5Fin RM Reg Normal Typ 9576 50
## 2656 1Story RM Reg Normal Typ 5820 20
## 2657 1Story RM Reg Normal Typ 5747 30
## 2658 2Story RM Reg Normal Typ 9142 190
## 2660 2.5Unf RM Reg Normal Typ 10800 75
## 2661 2.5Unf RM Reg Normal Typ 6300 75
## 2662 1.5Fin RM Reg Normal Typ 5000 50
## 2663 2.5Unf RM IR1 Normal Typ 8850 75
## 2664 2Story RM Reg Normal Typ 3600 70
## 2665 2Story RM Reg Normal Typ 7200 70
## 2666 1Story RM Reg Family Typ 11340 30
## 2667 2.5Fin RM IR2 Normal Typ 22950 75
## 2668 2Story RM Reg Normal Typ 5976 90
## 2669 1Story RM Reg Normal Typ 9750 20
## 2672 1.5Fin RL Reg Normal Typ 6435 50
## 2673 2Story RL IR1 Normal Typ 11737 70
## 2674 1.5Fin RM Reg Normal Typ 5000 50
## 2675 1.5Fin RM Reg Normal Typ 7800 190
## 2676 1.5Fin RM Reg Normal Typ 6240 50
## 2677 1.5Fin RM Reg Normal Typ 6240 50
## 2680 1.5Fin RM Reg Normal Typ 6240 50
## 2681 1.5Fin RM Reg Family Typ 6240 50
## 2682 1.5Fin RM Reg Normal Typ 6120 50
## 2683 1Story RM Reg Normal Typ 6000 30
## 2684 1Story RM Reg Normal Typ 6000 30
## 2685 1.5Unf RM Reg Normal Typ 6380 45
## 2686 1Story RL IR2 Normal Typ 11672 30
## 2687 1.5Fin RM IR3 Normal Typ 33120 50
## 2688 1Story RL Reg Normal Typ 9873 190
## 2689 1.5Fin RM Reg Normal Typ 5310 50
## 2690 1Story RM IR1 Normal Typ 4118 30
## 2692 2Story RM Reg Normal Typ 7518 70
## 2694 1.5Fin RM Reg Normal Typ 8600 50
## 2695 1.5Fin RM Reg Normal Typ 7200 50
## 2696 1Story RM Reg Normal Typ 9786 30
## 2697 1.5Fin RM Reg Normal Typ 6780 190
## 2698 1Story RM Reg Family Typ 7200 30
## 2699 1.5Fin RL Reg Normal Typ 12375 50
## 2700 1Story RL Reg Normal Typ 11136 90
## 2703 1Story RL Reg Normal Typ 8250 30
## 2704 1Story RL IR1 Normal Typ 5220 30
## 2705 1Story RL Reg Normal Typ 5500 20
## 2706 1Story RL Reg Normal Typ 11235 20
## 2707 1Story RL Reg Normal Typ 10791 90
## 2708 1Story RL Reg Normal Typ 8414 20
## 2709 1Story RL IR1 Normal Typ 11327 20
## 2711 SLvl RL IR1 Normal Typ 10366 80
## 2713 1Story RL IR1 Normal Typ 11553 20
## 2714 2Story RL Reg Normal Typ 7844 60
## 2715 1Story RL IR1 Normal Typ 9535 20
## 2717 SLvl RL IR1 Normal Typ 7176 80
## 2718 1Story RL IR1 Normal Typ 9662 90
## 2719 1Story RL Reg Normal Typ 8235 90
## 2720 1.5Fin RL Reg Normal Typ 13650 50
## 2724 SLvl RL IR1 Normal Typ 10246 80
## 2726 1Story RL Reg Normal Typ 20355 20
## 2727 1Story RL Reg Normal Typ 13050 20
## 2728 1.5Fin RL Reg Normal Typ 15593 50
## 2729 SFoyer RL Reg Normal Typ 10820 85
## 2730 1Story RL IR1 Normal Typ 13350 20
## 2731 1.5Fin RL Reg Normal Typ 1700 150
## 2733 1Story RL Reg Normal Typ 9375 20
## 2735 2Story RL Reg Normal Typ 7800 20
## 2737 2Story RL Reg Normal Typ 19950 70
## 2738 2.5Unf RL Reg Normal Typ 19800 75
## 2740 1Story RL Reg Normal Typ 12048 20
## 2741 1Story RL Reg Normal Typ 10519 20
## 2742 1.5Fin RL Reg Normal Typ 9525 50
## 2743 1.5Fin RL Reg Normal Typ 9525 50
## 2744 1Story RL IR1 Normal Typ 6420 20
## 2746 1.5Fin RL Reg Normal Typ 7585 50
## 2747 1Story RL Reg Normal Typ 11200 20
## 2749 2Story RL IR1 Normal Typ 9554 60
## 2750 SFoyer RL Reg Normal Typ 9069 90
## 2759 1Story RL Reg Normal Typ 11645 20
## 2762 1Story RL Reg Normal Typ 9316 20
## 2763 2Story RL IR1 Normal Typ 9316 60
## 2765 1Story RL IR1 Normal Typ 36500 20
## 2766 SLvl RL IR1 Normal Typ 21453 80
## 2767 1Story RL IR1 Normal Typ 70761 20
## 2769 SFoyer RL IR1 Normal Typ 8846 85
## 2770 1Story RL Reg Normal Typ 13015 20
## 2771 2Story RL IR1 Normal Typ 12438 60
## 2772 1Story RL IR1 Normal Typ 8685 20
## 2773 1Story RL IR2 Normal Typ 13568 20
## 2774 1Story RL Reg Normal Typ 9100 20
## 2775 1Story RL IR1 Normal Typ 9236 20
## 2776 1Story RL IR1 Normal Typ 10264 20
## 2777 2Story RL IR1 Normal Typ 9272 60
## 2778 2Story RL IR1 Normal Typ 13426 60
## 2779 2Story RL IR1 Normal Typ 13450 60
## 2780 2Story RL IR1 Normal Typ 14006 60
## 2781 1Story RL IR1 Normal Typ 13704 20
## 2782 SLvl RL IR1 Normal Typ 10780 80
## 2783 2Story RL IR1 Normal Typ 8340 60
## 2784 SLvl RL IR1 Normal Typ 10385 80
## 2785 1Story RL IR1 Normal Typ 9920 20
## 2786 1Story RL IR1 Normal Typ 9560 20
## 2788 1Story RL Reg Normal Typ 7200 20
## 2789 2Story RH IR1 Normal Typ 3612 160
## 2790 2Story RL Reg Normal Typ 11367 60
## 2791 2Story RL IR1 Normal Typ 9930 60
## 2792 2Story RL IR2 Normal Typ 9468 60
## 2793 1Story RL Reg Normal Typ 11088 20
## 2794 1Story RL IR2 Normal Typ 14781 20
## 2795 2Story RL Reg Normal Typ 8726 60
## 2796 1Story RL Reg Normal Typ 8125 20
## 2797 2Story RL IR1 Normal Typ 10566 60
## 2798 2Story RL IR2 Normal Typ 21533 60
## 2799 2Story RL IR1 Normal Typ 11250 60
## 2800 2Story RL Reg Normal Typ 11250 60
## 2801 2Story RL Reg Normal Typ 9750 60
## 2802 1Story RL Reg Normal Typ 9100 20
## 2803 1Story RM Reg Normal Typ 4435 120
## 2804 1Story RM Reg Normal Typ 4435 120
## 2806 1Story RL Reg Normal Typ 8810 20
## 2807 2Story RL IR2 Normal Typ 12393 60
## 2808 1Story RL Reg Normal Typ 9135 20
## 2810 2Story RL Reg Normal Typ 8400 60
## 2812 2Story RL IR1 Normal Typ 11645 60
## 2818 1Story RL Reg Normal Typ 17755 20
## 2819 1Story RL Reg Normal Typ 8877 20
## 2820 SFoyer RL IR1 AdjLand Typ 7840 90
## 2821 SFoyer RL IR1 AdjLand Typ 9400 90
## 2823 2Story RL Reg Normal Typ 7162 60
## 2824 1Story RL Reg Normal Typ 8050 20
## 2825 2Story RL IR1 Normal Typ 11060 60
## 2826 SLvl RM Reg Normal Typ 3675 180
## 2834 1.5Fin RL Reg Normal Typ 6956 50
## 2835 1.5Fin RL Reg AdjLand Typ 7822 50
## 2837 1.5Fin RL Reg AdjLand Typ 8410 50
## 2838 1.5Fin RL Reg Normal Typ 9738 50
## 2839 1Story RL Reg Normal Typ 8172 20
## 2841 1.5Fin RL Reg Normal Typ 8248 50
## 2843 2.5Fin RL Reg Normal Typ 6204 75
## 2846 2Story RH Reg Normal Typ 7082 190
## 2847 1.5Fin RL Reg Normal Typ 8400 50
## 2848 1.5Fin RL Reg Normal Typ 10890 50
## 2850 2Story RL Reg Normal Typ 7000 70
## 2851 2Story RL Reg Normal Typ 13132 70
## 2852 2Story RL Reg Normal Typ 4899 70
## 2853 1.5Fin RL Reg Normal Typ 6000 50
## 2855 2Story RL Reg Normal Typ 7588 70
## 2856 1.5Fin RL Reg Normal Typ 10164 50
## 2857 1.5Fin RL Reg Normal Typ 6191 50
## 2860 2Story RL IR1 Normal Typ 11435 70
## 2861 1.5Fin RL Reg Normal Typ 12400 50
## 2862 1Story RL Reg Normal Typ 11600 30
## 2863 1.5Fin RL IR1 Normal Typ 11500 50
## 2864 1.5Fin RL IR1 Normal Typ 8170 50
## 2865 2Story RL IR1 Normal Typ 16560 70
## 2866 2Story RL IR1 Normal Typ 12320 70
## 2867 2Story RL IR1 Normal Typ 14210 70
## 2869 1Story RL Reg Normal Typ 12984 20
## 2870 2Story RL Reg Normal Typ 15600 60
## 2871 1Story RL Reg Normal Typ 15750 190
## 2872 1Story RL IR1 Normal Typ 16381 20
## 2873 1Story RM Reg AdjLand Typ 7288 30
## 2874 1.5Fin RM Reg Normal Typ 7000 50
## 2876 1Story RM Reg Normal Typ 7030 30
## 2878 1.5Fin RM Reg Normal Typ 9060 50
## 2885 1Story RM IR1 Normal Typ 3842 120
## 2886 1Story RL IR1 Normal Typ 23580 20
## 2887 1Story RL Reg Normal Typ 8385 90
## 2888 1Story RL Reg Normal Typ 9116 20
## 2889 SFoyer RL Reg Normal Typ 10530 90
## 2890 SLvl RL Reg Normal Typ 11080 80
## 2891 1Story RL Reg Family Typ 11070 90
## 2892 2Story RL IR1 Normal Typ 26178 60
## 2893 1Story RM IR1 Normal Typ 8239 120
## 2895 1Story RL IR1 Normal Typ 16669 20
## 2896 1Story RL IR1 Normal Typ 13811 20
## 2897 1Story RL IR1 Normal Typ 8049 20
## 2898 2Story RL IR2 Normal Typ 11170 60
## 2899 1Story RL IR1 Normal Typ 8098 20
## 2900 1Story RL Reg Normal Typ 14331 20
## 2905 SFoyer RM Reg Normal Typ 7020 90
## 2906 1Story RM Reg Normal Typ 4500 120
## 2907 1Story RM Reg Normal Typ 4500 120
## 2909 2Story RM Reg Normal Typ 2665 160
## 2910 2Story RM Reg Normal Typ 2665 160
## 2912 1Story RL IR1 Normal Typ 10172 20
## 2913 1Story RL IR1 Normal Typ 11836 90
## 2914 SFoyer RM Reg Normal Typ 1470 180
## 2915 2Story RM Reg Normal Typ 1484 160
## 2916 1Story RL Reg Normal Typ 13384 20
## 2919 2Story RM Reg Normal Typ 1526 160
## 2920 2Story RM Reg Normal Typ 1936 160
## 2922 1Story RL IR1 Normal Typ 12640 90
## 2923 1Story RL Reg Family Typ 9297 90
## 2924 1Story RL Reg Normal Typ 17400 20
## 2926 SLvl RL IR1 Normal Typ 7937 80
## 2927 1Story RL IR1 Normal Typ 8885 20
## 2928 SFoyer RL Reg Normal Typ 10441 85
## 2929 1Story RL Reg Normal Typ 10010 20
## 2930 2Story RL Reg Normal Typ 9627 60
## LotFrontage OverallCond YearBuilt ExterQual ExterCond FirstFlrSF
## 1 141 5 1960 TA TA 1656
## 2 80 6 1961 TA TA 896
## 3 81 6 1958 TA TA 1329
## 4 93 5 1968 Gd TA 2110
## 5 74 5 1997 TA TA 928
## 6 78 6 1998 TA TA 926
## 7 41 5 2001 Gd TA 1338
## 8 43 5 1992 Gd TA 1280
## 9 39 5 1995 Gd TA 1616
## 10 60 5 1999 TA TA 1028
## 11 75 5 1993 TA TA 763
## 12 0 7 1992 TA Gd 1187
## 13 63 5 1998 TA TA 789
## 14 85 5 1990 TA TA 1341
## 15 0 5 1985 Gd TA 1502
## 17 152 7 1988 Gd TA 1080
## 19 140 5 1951 TA TA 864
## 21 105 6 1977 TA TA 1844
## 22 85 6 1974 TA TA 1173
## 23 0 5 2000 Gd TA 814
## 24 0 7 1970 TA TA 1004
## 25 0 6 1971 TA TA 1078
## 26 65 6 1968 TA TA 1056
## 27 70 5 1970 TA TA 882
## 28 70 5 1971 TA TA 864
## 29 26 5 1999 Gd TA 1337
## 30 21 5 1971 TA TA 483
## 31 21 5 1971 TA TA 525
## 32 21 5 1971 TA TA 525
## 33 53 5 1977 TA TA 1069
## 34 24 6 1975 TA TA 855
## 35 24 6 1975 TA TA 836
## 36 24 5 1978 TA TA 855
## 38 98 5 2007 Gd TA 1704
## 42 90 5 2005 Gd TA 1698
## 43 79 5 2005 Gd TA 1822
## 44 70 5 2004 Gd TA 1535
## 47 110 5 2003 Ex TA 2696
## 48 105 5 2002 Gd TA 1687
## 49 61 5 2005 Ex TA 1752
## 50 41 5 2006 Gd TA 1370
## 51 36 5 2003 Gd TA 764
## 52 100 5 2005 Gd TA 1324
## 53 43 5 2006 Gd TA 1145
## 54 43 5 2004 Gd TA 1269
## 55 67 5 2004 Gd TA 744
## 56 0 5 2002 Gd TA 860
## 57 63 5 2004 Gd TA 847
## 58 0 5 2000 TA TA 774
## 59 0 5 2001 Gd TA 884
## 60 108 5 1999 Gd TA 1422
## 61 60 5 1998 Gd TA 1645
## 62 59 5 1996 Gd TA 1720
## 63 98 5 1994 Gd TA 1500
## 64 92 7 1999 Gd TA 1164
## 65 58 5 1998 Gd TA 1195
## 66 56 5 1995 Gd TA 2053
## 67 73 5 2005 Gd TA 1595
## 69 72 5 2009 TA TA 764
## 70 75 5 2008 Gd TA 1566
## 71 100 5 2004 Gd TA 991
## 72 84 5 2005 Gd TA 1468
## 73 76 5 2004 Gd TA 956
## 74 70 5 2004 Gd TA 831
## 75 0 5 1994 Gd TA 1222
## 76 50 5 1980 TA TA 923
## 77 70 5 1992 Gd TA 1055
## 78 55 5 1979 TA TA 918
## 79 50 5 1984 TA TA 752
## 80 0 7 1993 Gd TA 1014
## 81 81 5 1984 TA TA 1097
## 82 70 6 1980 TA TA 888
## 83 70 5 1920 TA Fa 1012
## 84 68 5 1978 TA TA 1318
## 86 65 8 1965 TA Gd 894
## 87 0 5 1967 TA Gd 900
## 88 75 5 1963 TA TA 1040
## 89 0 8 1962 TA Gd 1040
## 91 107 5 1992 Gd TA 1061
## 92 85 5 1993 Gd TA 1251
## 93 88 5 1992 Gd TA 1402
## 94 25 5 2004 Gd TA 1488
## 95 39 5 2004 Gd TA 840
## 96 30 5 2004 Gd TA 600
## 97 30 5 2004 Gd TA 600
## 98 24 5 2004 Gd TA 600
## 99 24 5 2005 Gd TA 600
## 101 0 5 2000 Gd TA 769
## 102 0 5 2000 Gd TA 756
## 103 24 5 1999 Gd TA 696
## 104 0 5 2003 Gd TA 530
## 106 68 5 2000 Gd TA 975
## 107 30 5 1980 Gd TA 788
## 108 40 6 1978 Gd TA 1226
## 109 0 8 1976 Gd TA 725
## 110 80 5 2002 Gd TA 1492
## 111 0 6 1967 TA TA 1829
## 112 80 5 1993 TA TA 1280
## 113 0 7 1977 TA TA 1610
## 114 0 5 1978 TA TA 1287
## 115 80 5 1988 TA TA 980
## 116 78 7 1972 TA TA 1381
## 117 80 6 1971 TA TA 930
## 118 80 5 1966 TA TA 1232
## 119 0 5 1963 TA TA 1328
## 120 77 5 1959 TA TA 1225
## 121 90 5 1966 TA TA 1209
## 122 88 6 1967 TA TA 1510
## 123 0 5 1964 TA TA 1131
## 124 0 7 1964 TA TA 1152
## 127 68 6 1950 TA TA 1078
## 129 120 6 1949 TA Gd 1019
## 130 50 7 1958 TA Gd 858
## 132 80 5 1954 TA TA 1063
## 133 80 6 1955 TA TA 1520
## 134 78 6 1954 TA TA 1268
## 135 75 8 1966 TA TA 1128
## 136 80 5 1960 TA TA 1105
## 139 70 5 1958 TA TA 1604
## 140 70 5 2003 Gd TA 1480
## 141 0 5 1959 TA TA 1143
## 142 70 5 1959 TA TA 1700
## 143 70 6 1957 TA Gd 1314
## 144 73 6 1959 TA TA 1194
## 146 73 5 1960 TA TA 1264
## 147 87 5 1959 TA TA 1206
## 148 80 5 1959 TA TA 1580
## 149 60 5 1956 TA TA 832
## 150 60 7 1952 TA TA 1064
## 151 119 6 1955 TA Gd 972
## 154 65 7 1920 TA TA 985
## 156 85 7 1954 TA TA 1086
## 157 74 7 1956 TA TA 936
## 159 64 5 1980 TA TA 1056
## 160 0 7 1959 TA Gd 1287
## 161 96 7 1967 Gd Gd 1898
## 162 60 8 1948 TA TA 816
## 163 75 7 1959 TA TA 1246
## 164 71 4 1952 TA Fa 910
## 165 60 7 1951 TA TA 900
## 166 87 6 1962 TA TA 1116
## 167 81 6 1960 TA TA 1175
## 169 70 5 1966 TA TA 1051
## 172 56 7 1920 TA TA 936
## 173 56 6 1927 TA TA 1028
## 174 69 7 1957 TA TA 1347
## 175 60 6 1915 Gd Gd 840
## 176 47 6 1945 TA Gd 747
## 178 50 7 1929 TA TA 926
## 179 50 7 1938 TA TA 827
## 180 69 7 1948 TA Gd 1027
## 181 0 6 1920 TA TA 1060
## 183 60 8 1928 TA Gd 720
## 185 60 6 1915 TA Gd 966
## 186 50 9 1890 Gd Gd 1157
## 188 90 7 1957 TA TA 1236
## 189 60 7 1910 TA TA 741
## 190 60 6 1885 TA TA 1246
## 192 53 6 1950 TA Gd 1030
## 193 0 7 1922 TA TA 1160
## 194 50 7 1925 TA TA 765
## 196 50 6 1940 TA Gd 848
## 198 50 7 1948 TA TA 780
## 199 52 7 1936 TA TA 548
## 200 52 5 1930 TA TA 928
## 201 51 5 1923 TA TA 1068
## 202 50 6 1921 TA TA 902
## 203 57 5 1915 TA Fa 888
## 204 60 8 1912 Gd Gd 780
## 205 52 8 1920 TA Gd 662
## 206 110 5 1963 Fa TA 816
## 208 76 9 1900 TA Gd 1032
## 209 0 7 1940 TA Gd 1207
## 210 100 5 1959 TA TA 1675
## 212 60 4 1915 Fa Fa 1212
## 213 65 5 1940 TA TA 600
## 215 60 7 1910 TA Gd 936
## 216 54 8 1875 TA Gd 780
## 217 72 3 1967 Fa Fa 1832
## 218 72 5 1968 TA TA 1768
## 219 75 4 1965 TA TA 1039
## 221 70 5 1967 TA TA 912
## 222 0 8 1968 TA Gd 1060
## 223 65 7 1966 TA TA 892
## 224 80 7 1969 TA TA 663
## 225 65 5 1968 TA TA 864
## 226 0 5 1978 TA TA 1373
## 227 86 5 1968 TA Gd 720
## 229 80 5 1996 Gd TA 1306
## 230 0 7 1977 Gd Gd 1483
## 231 94 4 1927 TA TA 756
## 233 0 6 1979 Gd TA 1332
## 234 0 5 1978 TA TA 1117
## 235 124 4 1938 TA TA 1052
## 237 65 7 1950 TA TA 1074
## 238 68 6 1956 TA TA 1144
## 239 50 6 1947 TA TA 1169
## 240 75 7 1954 TA TA 1172
## 241 83 5 2009 TA TA 1212
## 243 0 3 1964 TA Fa 1298
## 245 77 5 1985 Gd TA 977
## 246 83 5 1987 Gd TA 1433
## 247 87 7 1993 Gd Gd 964
## 248 80 5 1993 Gd TA 1062
## 249 73 6 1992 TA TA 996
## 250 64 5 2008 Gd TA 1694
## 251 64 5 2006 Gd TA 1208
## 252 94 5 2009 TA TA 1226
## 253 64 5 2010 Gd TA 1222
## 254 90 5 1990 TA TA 1699
## 255 82 8 1900 TA TA 831
## 256 80 7 1971 TA TA 1052
## 257 82 5 1996 TA Gd 965
## 258 0 5 1997 TA TA 892
## 259 70 5 1998 TA TA 804
## 260 38 8 1977 Gd Gd 1026
## 261 0 7 1977 TA TA 689
## 262 75 6 1976 TA TA 894
## 263 68 6 1972 TA TA 876
## 264 80 5 2003 Gd TA 1978
## 265 0 5 2001 Gd TA 1601
## 266 44 6 2003 Gd TA 941
## 267 75 5 1997 Gd TA 1044
## 268 48 5 1998 TA TA 1661
## 269 0 5 2003 Gd TA 848
## 270 0 5 2004 Gd TA 848
## 271 48 5 2003 Gd TA 1668
## 272 70 5 2004 Gd TA 1484
## 273 65 5 2004 Gd TA 1414
## 276 75 5 1965 TA TA 1664
## 277 60 6 1968 TA TA 1196
## 279 65 6 1975 TA TA 1096
## 281 64 5 1958 TA TA 960
## 282 80 5 2003 TA TA 1121
## 283 52 4 1945 TA TA 798
## 284 60 4 1941 TA Fa 672
## 286 67 6 1924 TA TA 1296
## 287 66 4 1915 TA TA 841
## 288 45 3 1914 TA Fa 864
## 289 50 6 1924 TA TA 1026
## 290 0 6 1939 TA TA 856
## 292 51 2 1931 TA TA 894
## 294 78 6 1941 Gd Gd 1225
## 295 78 6 1950 TA Gd 1102
## 296 66 9 1941 Ex Gd 1188
## 297 100 8 1959 Gd Gd 1902
## 298 85 6 1994 TA TA 896
## 299 35 6 1989 Gd TA 1034
## 300 35 5 1989 Gd TA 1191
## 301 100 8 1959 TA TA 1801
## 302 40 8 1922 TA Gd 796
## 304 50 5 1921 TA TA 727
## 309 44 5 2004 Gd TA 1646
## 310 85 5 1998 Gd TA 1036
## 311 74 7 1977 TA TA 1285
## 312 129 5 2003 Gd TA 1560
## 313 0 5 1976 TA TA 1034
## 314 0 5 1976 TA TA 2048
## 316 88 5 2008 Gd TA 1346
## 318 73 5 2006 TA TA 744
## 320 80 5 2002 Gd TA 824
## 321 85 5 2002 Gd TA 993
## 322 89 5 2008 Ex TA 2018
## 323 85 5 1965 TA TA 1264
## 324 93 5 2004 TA TA 1430
## 325 94 5 1971 TA TA 912
## 326 0 5 1999 TA TA 1344
## 327 0 5 1973 TA TA 546
## 328 31 6 1973 TA TA 945
## 329 36 3 1976 TA TA 536
## 330 21 7 1970 TA TA 546
## 331 21 6 1972 TA TA 630
## 332 21 4 1970 TA TA 546
## 333 21 6 1972 TA TA 546
## 334 50 7 1971 TA Gd 874
## 335 0 7 1962 TA TA 1188
## 336 76 7 1984 TA TA 833
## 337 70 2 1985 TA Po 1216
## 338 63 5 1991 TA TA 624
## 339 68 5 1969 TA TA 864
## 340 76 5 1994 Gd Gd 1803
## 341 74 5 1993 Gd Gd 1152
## 342 74 5 1956 TA TA 882
## 343 85 5 1974 TA TA 1434
## 344 75 7 1972 Gd TA 2000
## 345 88 5 1997 TA TA 945
## 346 0 5 2003 Gd TA 1008
## 347 60 5 1996 TA TA 958
## 348 42 5 2006 Ex TA 1746
## 349 0 5 1995 TA TA 804
## 350 28 5 2004 Gd TA 2522
## 351 40 5 2000 Gd TA 1659
## 352 61 5 1998 TA TA 1478
## 353 57 5 1995 Gd TA 1734
## 354 57 5 1998 Gd TA 751
## 355 74 5 1998 TA TA 885
## 356 60 5 1998 Gd TA 952
## 357 59 7 1993 Gd TA 799
## 358 0 8 1993 Ex Gd 680
## 359 0 5 1994 TA TA 707
## 360 58 5 1993 TA TA 1190
## 361 0 5 1992 TA TA 808
## 362 65 5 1994 TA TA 702
## 363 0 6 1992 TA TA 1167
## 364 0 5 1999 Gd TA 1005
## 365 99 5 1990 TA TA 1442
## 369 124 5 2005 Gd TA 1530
## 370 85 6 1977 TA TA 946
## 371 94 7 1980 Gd TA 1153
## 372 48 5 1979 TA Gd 1586
## 373 85 5 1977 TA Gd 1411
## 374 0 7 1977 Gd TA 1602
## 376 80 6 1978 TA TA 1671
## 377 0 7 1980 TA TA 1539
## 378 0 5 1980 TA TA 1472
## 379 80 5 1978 TA TA 1707
## 380 80 5 1981 Gd TA 2524
## 382 80 5 1976 TA TA 1370
## 383 0 7 1976 TA Gd 1088
## 384 70 5 2003 Gd TA 1016
## 386 0 5 2000 Gd TA 1058
## 387 0 5 2002 Gd TA 972
## 388 0 7 1975 TA TA 1621
## 389 78 6 1974 TA TA 1116
## 390 85 5 1975 TA TA 1193
## 391 78 5 1974 TA TA 1350
## 393 60 5 1974 TA TA 896
## 394 0 6 1970 TA TA 1002
## 395 61 8 1969 TA TA 1026
## 396 0 5 1970 TA TA 1180
## 397 0 7 1971 TA TA 1050
## 399 60 6 1970 TA TA 864
## 400 70 7 1970 TA Gd 864
## 402 60 7 1971 TA Gd 864
## 403 21 5 1973 TA TA 483
## 406 21 6 1972 TA TA 483
## 407 21 8 1972 TA TA 483
## 408 21 7 1972 TA TA 630
## 409 0 6 1976 TA TA 958
## 410 24 5 1976 TA TA 804
## 411 24 6 1976 TA TA 855
## 412 24 5 1975 TA TA 1055
## 413 24 5 1974 TA TA 855
## 414 24 5 1977 TA TA 855
## 415 24 5 1978 TA TA 804
## 416 24 6 1978 TA TA 855
## 417 24 5 1978 Gd TA 855
## 418 24 6 1976 TA TA 836
## 419 65 5 1967 TA TA 892
## 420 0 7 1966 Gd TA 1120
## 421 96 5 2006 Ex TA 1718
## 422 110 5 2007 Ex TA 1794
## 424 105 5 2008 Ex TA 2402
## 425 108 5 2006 Gd TA 1652
## 426 110 5 2007 Gd TA 1600
## 429 96 5 2008 Ex TA 1130
## 430 95 5 2008 Ex TA 2020
## 432 97 5 2008 Ex TA 1728
## 433 105 5 2007 Ex TA 2674
## 435 95 5 2008 Ex TA 1736
## 436 129 5 2004 Gd TA 1782
## 437 59 5 2007 Gd TA 1508
## 438 87 5 2006 Gd TA 1717
## 439 87 5 2008 Ex TA 1743
## 440 76 5 2004 Gd TA 1713
## 441 77 5 2006 Gd TA 1531
## 442 102 5 2008 Ex TA 1808
## 443 74 5 2004 Gd TA 1462
## 444 107 5 2004 Gd TA 1836
## 445 85 5 2003 Gd TA 1629
## 446 90 5 2003 Gd TA 1760
## 448 103 5 2003 Ex TA 2392
## 449 110 5 2003 Gd TA 2452
## 450 96 5 2003 Gd TA 1105
## 451 70 5 2006 Gd TA 1606
## 452 47 5 2005 Gd TA 1358
## 453 34 5 2005 Gd TA 1306
## 454 34 5 2005 Gd TA 1306
## 455 80 5 2007 Gd TA 1358
## 456 34 5 2007 Gd TA 1314
## 458 117 5 2003 Gd TA 2200
## 460 48 5 2008 Ex TA 1456
## 461 129 5 2002 Gd TA 1712
## 462 48 5 2006 Gd TA 1324
## 463 48 5 2003 Gd TA 1405
## 464 36 5 2003 Gd TA 764
## 465 63 5 2005 Gd TA 728
## 466 57 5 2005 Gd TA 745
## 467 149 5 2005 Gd TA 742
## 468 122 5 2005 Gd TA 684
## 469 53 5 2007 Gd TA 1555
## 470 51 5 2007 Gd TA 1569
## 471 43 5 2005 Gd TA 1555
## 472 43 5 2005 Gd TA 1504
## 473 43 5 2005 Gd TA 1220
## 474 43 5 2005 Gd TA 1145
## 475 71 5 2004 Gd TA 716
## 476 0 5 2002 Gd TA 1010
## 477 59 5 2004 Gd TA 744
## 478 62 5 2004 Gd TA 868
## 479 0 5 2002 Gd TA 779
## 480 61 5 2004 Gd TA 846
## 481 0 5 2003 Gd TA 806
## 482 0 5 2003 Gd TA 698
## 483 34 5 2007 Gd TA 1314
## 484 0 5 2000 Gd TA 980
## 485 0 5 2002 Gd TA 878
## 486 0 5 2000 Gd TA 1022
## 487 61 5 2004 Gd TA 744
## 488 60 5 2000 TA TA 1007
## 489 42 5 2000 TA TA 819
## 490 62 5 1999 TA TA 774
## 491 0 5 1999 Gd TA 1223
## 492 0 5 1999 TA TA 892
## 493 0 5 1999 Gd TA 1022
## 494 64 6 1999 TA TA 774
## 495 82 5 1999 Gd TA 1268
## 496 174 5 1995 Gd TA 1490
## 497 106 5 2000 Gd TA 1466
## 498 0 5 1998 Gd TA 1310
## 499 98 5 1998 Gd TA 1276
## 500 79 5 1996 Gd TA 1277
## 501 0 5 1994 Gd TA 2063
## 502 90 5 1993 Gd TA 1372
## 503 79 5 1995 Gd TA 1094
## 504 0 5 1993 Gd TA 1215
## 505 52 7 1994 Gd TA 1686
## 506 0 6 1994 Gd TA 979
## 508 86 5 2008 Gd TA 1696
## 509 78 5 2008 Gd TA 1658
## 511 85 5 2007 Gd TA 1702
## 512 76 5 2006 Gd TA 1432
## 513 75 5 2005 Gd TA 1113
## 514 85 5 2005 Ex TA 2490
## 516 75 5 2008 Gd TA 786
## 520 72 5 2008 Gd TA 1402
## 521 112 5 2007 Gd TA 1530
## 523 75 5 2006 Gd TA 1448
## 524 85 5 2008 Ex TA 1026
## 525 84 5 2006 Gd TA 909
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## 2247 44 5 2006 Gd TA 1625
## 2248 0 6 1979 TA TA 1299
## 2249 0 6 1978 TA TA 912
## 2250 71 5 1983 TA Gd 1080
## 2251 80 5 2002 Gd TA 1392
## 2252 44 5 2002 Gd TA 1409
## 2253 0 5 1991 TA TA 1478
## 2254 0 6 1975 TA TA 918
## 2255 82 6 1974 TA TA 1026
## 2256 46 6 1987 Gd TA 1501
## 2257 0 5 1998 Gd TA 1502
## 2258 115 6 1959 TA Gd 1328
## 2259 149 8 1958 TA Gd 2279
## 2262 64 5 2006 Gd TA 1484
## 2265 42 7 1985 TA TA 1240
## 2266 44 5 1990 Gd Gd 1187
## 2267 0 5 1996 Gd TA 888
## 2268 0 5 2001 Gd TA 1312
## 2269 73 5 2003 Gd TA 1146
## 2270 80 5 2002 Gd TA 1922
## 2271 0 5 1996 Gd TA 1491
## 2272 85 5 2002 Gd TA 1629
## 2273 0 5 2003 Gd TA 1146
## 2274 50 4 1963 TA TA 1572
## 2277 88 5 2005 Gd TA 1133
## 2280 62 5 1996 TA TA 936
## 2281 94 5 1963 TA TA 1040
## 2282 100 4 1967 TA TA 1632
## 2283 0 4 1961 TA Gd 1622
## 2284 44 7 1976 TA TA 1060
## 2285 44 5 1976 TA TA 1142
## 2286 21 4 1972 TA TA 546
## 2287 0 5 1970 TA TA 530
## 2288 21 6 1970 TA TA 546
## 2289 21 5 1970 TA TA 546
## 2290 21 6 1970 TA TA 630
## 2291 21 3 1976 TA TA 546
## 2292 0 5 1976 TA TA 1062
## 2293 72 5 1977 TA TA 1008
## 2294 0 6 1977 TA TA 1356
## 2296 68 7 1977 TA TA 716
## 2297 50 7 1971 TA TA 796
## 2298 54 7 1970 TA Gd 768
## 2300 69 6 1982 TA TA 845
## 2301 0 6 1976 TA TA 1178
## 2302 76 7 1982 TA TA 816
## 2303 65 7 1983 TA TA 816
## 2305 62 6 1984 TA TA 887
## 2306 0 5 1954 TA TA 1293
## 2307 85 6 1956 TA Gd 1024
## 2308 0 5 1957 TA TA 1797
## 2310 90 6 1969 TA Gd 1851
## 2311 60 5 1997 TA TA 813
## 2312 0 5 1997 TA TA 993
## 2313 0 5 1995 TA TA 781
## 2314 0 5 1995 TA TA 691
## 2315 54 5 1996 TA TA 821
## 2316 70 5 1997 TA TA 802
## 2319 50 5 2005 Gd TA 1074
## 2320 72 5 2005 Gd TA 901
## 2323 68 5 1994 Gd TA 2079
## 2324 0 6 1993 TA TA 1169
## 2325 0 5 1993 TA TA 697
## 2326 63 5 1998 TA TA 955
## 2327 30 5 1987 TA TA 1204
## 2328 44 7 1987 Gd Gd 1064
## 2329 0 5 1985 Gd TA 1742
## 2338 0 6 1948 TA TA 1547
## 2339 100 5 1955 TA TA 1056
## 2340 60 5 2005 Gd TA 1714
## 2342 90 5 2005 Ex TA 2000
## 2343 91 7 1984 Gd TA 1621
## 2344 0 5 1988 Gd Gd 1377
## 2345 0 7 1977 TA TA 1468
## 2346 0 5 1976 TA TA 790
## 2347 0 6 1980 TA TA 1102
## 2348 80 5 1988 TA TA 1872
## 2349 81 5 1978 TA TA 945
## 2350 79 6 1980 TA Gd 1686
## 2351 80 5 1978 TA TA 1392
## 2352 85 6 1975 TA TA 811
## 2353 0 5 1976 Gd TA 1083
## 2355 81 6 1975 TA TA 1109
## 2356 78 6 1975 TA TA 1074
## 2357 78 5 1976 TA TA 832
## 2358 78 6 1974 TA TA 1309
## 2359 80 6 1974 TA TA 1103
## 2362 0 4 1971 TA TA 858
## 2363 60 4 1971 TA TA 874
## 2364 26 5 2002 Gd TA 1419
## 2365 24 5 1973 TA TA 525
## 2367 21 5 1973 TA TA 483
## 2368 21 7 1972 TA TA 494
## 2370 21 7 1972 TA TA 672
## 2371 21 5 1972 TA TA 483
## 2372 21 5 1972 TA TA 525
## 2373 21 5 1972 TA TA 483
## 2374 53 5 1975 TA TA 1069
## 2375 65 7 1967 TA TA 1387
## 2376 68 5 1967 TA TA 900
## 2377 24 7 1976 TA TA 1055
## 2378 24 5 1976 TA TA 855
## 2379 129 5 2004 Gd TA 1980
## 2382 110 5 2004 Gd TA 1618
## 2385 120 5 2005 Ex TA 1868
## 2386 98 5 2004 Gd TA 1850
## 2388 108 5 2004 Gd TA 1132
## 2390 80 5 2005 Gd TA 1038
## 2396 90 5 2003 Gd TA 1944
## 2399 131 5 2004 Ex TA 1780
## 2400 72 5 2003 Gd TA 1792
## 2402 74 5 2005 Gd TA 1058
## 2403 0 5 2004 Gd TA 1426
## 2404 43 5 2005 Gd TA 1364
## 2405 48 5 2005 Ex TA 1565
## 2410 0 5 2003 Gd TA 1405
## 2421 0 5 2003 Gd TA 1557
## 2422 0 5 2003 Gd TA 1456
## 2423 0 5 2002 Gd TA 1511
## 2424 0 5 2004 Gd TA 1414
## 2425 0 5 2004 Gd TA 1548
## 2428 43 5 2005 Gd TA 1506
## 2431 60 5 2005 Gd TA 734
## 2432 0 5 2002 Gd TA 807
## 2433 74 5 2004 Gd TA 707
## 2434 59 5 2004 Gd TA 848
## 2435 106 5 2000 Gd TA 1454
## 2436 63 5 2003 Gd TA 807
## 2437 0 5 2000 TA TA 953
## 2438 0 5 2000 TA TA 1008
## 2439 0 5 1998 Gd TA 956
## 2440 58 5 2000 TA TA 959
## 2442 66 5 1999 Gd TA 1005
## 2443 82 5 1997 Gd TA 1407
## 2444 84 5 1998 Gd TA 1079
## 2445 83 5 2000 Gd TA 1205
## 2446 118 5 1995 Gd Gd 1831
## 2447 0 5 2000 Gd TA 1540
## 2448 78 5 1998 Gd TA 1086
## 2450 83 5 1995 Gd TA 1358
## 2451 114 5 1993 Gd Gd 1933
## 2452 0 5 1994 Gd TA 1305
## 2453 92 5 1994 Gd TA 1203
## 2454 0 5 1993 Gd TA 1565
## 2459 73 5 2005 Gd TA 1616
## 2466 65 5 2005 Gd TA 858
## 2469 62 5 2005 Gd TA 1266
## 2471 74 5 2005 TA TA 1142
## 2476 65 5 2005 Gd TA 891
## 2477 74 5 2005 Gd TA 831
## 2478 70 5 1997 TA TA 941
## 2479 65 5 1992 Gd Gd 810
## 2480 70 5 1992 Gd TA 844
## 2481 50 5 1990 Gd TA 1398
## 2482 50 5 1991 Gd TA 1217
## 2483 0 5 1994 TA TA 636
## 2484 0 4 1966 TA TA 1056
## 2486 70 4 1962 TA TA 988
## 2488 68 6 1977 TA Gd 1286
## 2490 88 7 1977 TA TA 1212
## 2491 0 5 1965 TA TA 984
## 2492 65 6 1968 TA TA 909
## 2493 0 6 1963 TA TA 925
## 2494 0 6 1965 TA TA 1024
## 2495 0 6 1965 TA TA 935
## 2496 0 6 1964 TA TA 912
## 2497 65 7 1961 TA TA 1236
## 2498 0 6 1967 TA TA 941
## 2500 121 5 1991 Gd TA 1301
## 2501 105 5 1992 Gd TA 1520
## 2503 0 5 1992 Gd TA 1166
## 2504 89 5 1994 Gd TA 1624
## 2505 34 5 2004 Gd TA 1143
## 2506 37 5 2005 Gd TA 1247
## 2507 30 5 2005 TA TA 520
## 2508 24 5 2005 Gd TA 520
## 2509 24 5 2005 Gd TA 520
## 2511 0 5 2000 Gd TA 768
## 2512 35 5 1999 Gd TA 713
## 2513 0 5 2000 Gd TA 673
## 2514 0 5 2003 Gd TA 530
## 2515 114 5 1997 Gd TA 854
## 2516 60 5 2001 Gd TA 1568
## 2517 30 5 1995 Gd Gd 1494
## 2518 0 6 1977 Gd TA 1208
## 2519 0 5 1980 Gd TA 1235
## 2520 36 5 1980 Gd TA 1036
## 2521 40 5 1980 Gd TA 1226
## 2522 40 5 1978 Gd TA 1226
## 2523 68 5 1981 Gd TA 1842
## 2524 79 6 1972 TA TA 1193
## 2525 102 6 1968 TA TA 1222
## 2526 0 7 1968 TA TA 2156
## 2527 90 6 1968 TA TA 708
## 2528 0 7 1968 TA TA 1512
## 2530 78 6 1967 TA TA 1334
## 2531 80 5 1969 TA TA 1164
## 2532 75 5 1967 TA TA 980
## 2533 80 5 1968 TA TA 1051
## 2534 72 5 1968 TA TA 884
## 2536 70 5 1968 TA TA 1052
## 2537 70 6 1968 TA TA 898
## 2538 0 5 1966 TA TA 1051
## 2539 80 7 1967 TA TA 1141
## 2540 71 8 1965 TA TA 1200
## 2541 0 5 1971 TA TA 1097
## 2542 0 6 1961 TA TA 1050
## 2543 70 5 1958 TA TA 864
## 2544 70 5 1959 TA TA 1712
## 2546 80 6 1964 TA TA 1251
## 2547 0 6 1964 TA TA 1488
## 2548 85 6 1964 TA TA 720
## 2549 75 5 1958 TA Fa 1095
## 2551 80 7 1960 TA TA 1248
## 2552 60 8 1934 TA TA 816
## 2553 0 6 1954 TA TA 1008
## 2554 68 7 1947 TA TA 1043
## 2556 51 7 1923 TA TA 869
## 2557 52 5 1926 TA Gd 747
## 2558 92 8 1908 TA TA 936
## 2561 80 5 1951 TA TA 1216
## 2563 79 7 1941 TA TA 958
## 2565 82 6 1954 TA Gd 936
## 2566 0 5 1967 TA TA 1584
## 2567 0 5 1964 TA TA 1246
## 2569 88 6 1966 TA TA 1216
## 2572 109 7 1963 TA TA 1008
## 2573 70 6 1962 TA TA 1190
## 2574 70 6 1959 TA Gd 1144
## 2575 70 5 1957 TA TA 1364
## 2576 80 5 1960 TA TA 1383
## 2577 0 6 1958 TA TA 1336
## 2578 125 6 1956 TA TA 1370
## 2579 69 5 1957 TA TA 1092
## 2580 72 6 1956 TA TA 1124
## 2582 0 5 1979 TA TA 943
## 2584 75 5 1954 TA TA 1375
## 2585 66 6 1952 TA TA 1008
## 2586 75 6 1951 TA TA 1575
## 2588 65 5 1956 TA TA 1005
## 2589 80 6 1955 TA TA 1056
## 2590 85 6 1951 TA TA 884
## 2594 50 6 1947 TA TA 900
## 2596 60 8 1930 TA Gd 713
## 2597 90 7 1954 TA Gd 833
## 2599 60 3 1929 TA Fa 715
## 2600 60 8 1900 TA Gd 448
## 2601 60 6 1920 TA TA 1130
## 2602 60 8 1915 TA Ex 774
## 2604 60 4 1915 TA TA 694
## 2608 85 5 1966 TA TA 1086
## 2609 83 5 1963 TA TA 1146
## 2610 77 7 1962 TA TA 1085
## 2611 77 5 1962 TA TA 1207
## 2613 79 6 1959 TA TA 1194
## 2615 73 7 1957 TA TA 816
## 2617 86 5 1959 TA TA 1472
## 2618 0 8 1962 TA TA 1900
## 2619 47 6 1957 TA TA 1600
## 2622 60 7 1950 TA TA 1040
## 2623 60 5 1950 TA TA 1040
## 2624 70 5 1959 TA TA 1040
## 2625 60 4 1950 TA TA 1040
## 2626 0 4 1949 TA TA 1040
## 2627 60 4 1950 TA TA 1040
## 2628 75 5 1960 TA TA 1556
## 2629 70 6 1959 TA TA 1150
## 2630 70 4 1961 TA TA 1150
## 2631 69 5 1966 TA TA 660
## 2632 69 5 1962 TA TA 999
## 2633 74 6 1962 TA TA 1045
## 2634 70 6 1962 TA TA 864
## 2635 70 5 1962 TA TA 1025
## 2636 62 8 1900 Gd Gd 1007
## 2637 57 4 1925 TA TA 810
## 2638 60 6 1948 TA TA 1226
## 2639 60 6 1920 TA TA 1147
## 2640 60 8 1900 TA TA 940
## 2641 60 7 1925 TA TA 832
## 2642 58 7 1900 TA TA 848
## 2643 66 8 1930 TA TA 502
## 2644 70 8 1930 TA TA 813
## 2645 56 6 1900 Gd TA 1084
## 2647 50 7 1925 TA TA 844
## 2649 60 5 1950 TA TA 864
## 2650 40 8 1920 TA TA 734
## 2651 42 5 1905 TA TA 714
## 2652 50 7 1955 TA TA 960
## 2653 50 7 1924 TA Gd 816
## 2654 52 5 1921 TA TA 492
## 2655 56 7 1945 TA TA 885
## 2656 49 8 1955 TA Gd 1163
## 2657 48 4 1920 TA TA 840
## 2658 69 8 1910 TA Fa 908
## 2660 60 7 1914 TA TA 880
## 2661 70 6 1910 TA TA 1226
## 2662 63 4 1900 TA TA 889
## 2663 65 6 1916 TA TA 815
## 2664 60 7 1910 TA TA 684
## 2665 60 7 1920 TA TA 998
## 2666 84 5 1923 TA TA 1200
## 2667 90 9 1892 Gd Gd 1518
## 2668 33 7 1920 TA TA 624
## 2669 65 5 1958 TA TA 960
## 2672 65 5 1939 TA TA 972
## 2673 69 7 1924 TA TA 1017
## 2674 50 7 1947 TA Gd 1004
## 2675 65 7 1939 TA TA 793
## 2676 52 6 1934 TA TA 816
## 2677 0 4 1936 TA TA 896
## 2680 52 5 1947 TA TA 672
## 2681 52 6 1928 TA TA 1042
## 2682 51 7 1930 TA Gd 741
## 2683 50 6 1925 TA Gd 1103
## 2684 50 7 1921 TA TA 616
## 2685 58 6 1922 TA TA 1048
## 2686 50 5 1925 TA TA 816
## 2687 90 5 1962 TA TA 1611
## 2688 60 5 1970 TA TA 960
## 2689 59 8 1910 TA Gd 1001
## 2690 153 4 1941 TA TA 693
## 2692 60 8 1910 Fa Gd 665
## 2694 50 6 1937 TA TA 780
## 2695 60 6 1938 TA TA 803
## 2696 60 4 1922 TA TA 1077
## 2697 60 8 1935 TA Fa 520
## 2698 60 6 1930 TA TA 984
## 2699 82 5 1951 TA Fa 1081
## 2700 120 5 1964 TA TA 1921
## 2703 55 7 1935 TA TA 1032
## 2704 50 3 1936 TA TA 879
## 2705 50 5 2004 TA TA 1073
## 2706 75 5 1963 TA TA 1382
## 2707 72 5 1967 TA TA 1296
## 2708 70 8 1963 TA TA 1068
## 2709 0 6 1967 TA TA 1064
## 2711 80 7 1964 TA Gd 934
## 2713 0 5 1968 TA TA 1159
## 2714 74 7 1978 TA TA 672
## 2715 0 5 1967 TA TA 1458
## 2717 0 6 1978 TA TA 1040
## 2718 0 4 1977 TA TA 1967
## 2719 75 4 1977 TA TA 1949
## 2720 0 5 1958 Gd Gd 1252
## 2724 0 9 1965 TA Gd 960
## 2726 0 6 1967 TA TA 1830
## 2727 87 6 1963 TA TA 1000
## 2728 81 4 1953 Gd TA 1304
## 2729 72 7 1971 TA TA 810
## 2730 100 5 1974 TA TA 894
## 2731 0 5 1980 Gd TA 880
## 2733 75 5 1954 TA Gd 1350
## 2735 78 8 1948 TA Gd 1112
## 2737 114 7 1928 TA TA 1337
## 2738 60 8 1935 TA TA 1836
## 2740 80 6 1952 TA TA 1488
## 2741 70 8 1955 TA TA 1057
## 2742 75 4 1954 TA TA 1216
## 2743 75 5 1953 TA TA 1068
## 2744 57 7 1952 TA TA 1148
## 2746 50 3 1948 TA TA 1002
## 2747 0 5 1985 Gd TA 1298
## 2749 80 5 1993 Gd TA 1065
## 2750 73 8 1993 Gd Gd 1440
## 2759 78 5 2005 Gd TA 1734
## 2762 78 5 2005 Gd TA 1614
## 2763 78 5 2005 Gd TA 784
## 2765 0 5 1964 TA Gd 1582
## 2766 0 5 1969 TA TA 988
## 2767 62 5 1975 TA TA 1533
## 2769 57 5 1996 Gd TA 914
## 2770 95 6 1996 TA Gd 1100
## 2771 65 5 1995 Gd TA 795
## 2772 0 5 1998 TA TA 1425
## 2773 43 5 1995 TA TA 990
## 2774 70 5 2000 Gd TA 1525
## 2775 79 5 1997 TA Gd 1494
## 2776 78 5 1999 Gd TA 1588
## 2777 68 5 1999 Gd TA 856
## 2778 72 5 1999 Gd TA 951
## 2779 95 5 2002 Gd TA 920
## 2780 65 5 2002 Gd TA 936
## 2781 118 5 2001 Gd TA 1541
## 2782 55 5 1976 TA TA 954
## 2783 50 6 1977 TA TA 686
## 2784 42 6 1978 TA TA 1282
## 2785 69 6 1969 TA TA 971
## 2786 120 7 1972 TA Gd 864
## 2788 60 8 1972 TA TA 864
## 2789 0 5 1993 TA TA 630
## 2790 90 5 2002 Gd TA 1091
## 2791 0 5 2002 Gd TA 878
## 2792 45 5 1999 TA TA 840
## 2793 0 5 2002 Gd TA 1358
## 2794 0 5 2001 Gd TA 1787
## 2795 70 5 2002 Gd TA 872
## 2796 0 5 2002 Gd TA 1654
## 2797 67 5 1999 Gd TA 1090
## 2798 0 5 1996 Gd TA 1065
## 2799 90 5 1998 TA TA 1070
## 2800 90 5 1995 Gd Gd 950
## 2801 75 6 1998 TA TA 1108
## 2802 70 5 2004 Gd TA 1836
## 2803 37 5 2003 Gd TA 848
## 2804 37 5 2004 Gd TA 848
## 2806 70 5 2003 Gd TA 1390
## 2807 41 5 2004 Gd TA 847
## 2808 70 5 2003 Gd TA 1700
## 2810 70 5 2005 Gd TA 784
## 2812 89 5 2004 Gd TA 860
## 2818 134 4 1959 TA TA 1466
## 2819 67 5 1951 TA TA 1220
## 2820 38 5 1975 TA TA 1012
## 2821 35 5 1975 TA TA 980
## 2823 62 5 2003 Gd TA 806
## 2824 75 5 2002 TA TA 914
## 2825 90 5 2003 Gd TA 1164
## 2826 35 5 2005 TA TA 1072
## 2834 56 7 1948 TA Gd 624
## 2835 72 3 1915 TA Fa 846
## 2837 58 3 1910 TA Fa 658
## 2838 60 7 1924 TA Gd 949
## 2839 60 7 1955 TA TA 864
## 2841 45 7 1918 TA TA 686
## 2843 60 5 1912 Gd TA 954
## 2846 0 8 1916 TA TA 948
## 2847 60 5 1940 TA TA 1192
## 2848 60 5 1938 TA TA 1058
## 2850 43 8 1926 TA TA 743
## 2851 96 5 1914 TA TA 892
## 2852 69 8 1920 TA TA 755
## 2853 60 5 1926 TA Fa 1008
## 2855 54 6 1920 TA TA 901
## 2856 84 5 1939 TA TA 992
## 2857 51 4 1941 TA TA 824
## 2860 0 7 1929 TA TA 792
## 2861 80 6 1940 TA TA 1125
## 2862 80 5 1922 TA TA 1180
## 2863 86 7 1936 Gd TA 1020
## 2864 81 7 1929 Gd Gd 1122
## 2865 80 8 1932 TA TA 1170
## 2866 70 7 1932 TA TA 959
## 2867 70 7 1930 TA TA 1104
## 2869 80 6 1977 TA TA 1647
## 2870 78 7 1950 TA Gd 1278
## 2871 90 5 1953 TA TA 1336
## 2872 0 5 1969 Gd Gd 1844
## 2873 50 6 1942 TA TA 976
## 2874 50 7 1926 TA TA 861
## 2876 50 6 1925 TA TA 641
## 2878 75 5 1957 TA TA 967
## 2885 44 5 2004 Gd TA 1646
## 2886 69 6 1979 TA TA 1625
## 2887 65 5 1978 TA TA 1664
## 2888 70 5 2001 Gd TA 1491
## 2889 78 5 1977 TA TA 1004
## 2890 140 6 1975 TA TA 1210
## 2891 82 5 1988 TA TA 1959
## 2892 42 5 1989 Gd TA 1238
## 2893 0 5 1986 Gd TA 1295
## 2895 0 6 1981 Gd TA 1707
## 2896 54 6 1987 TA TA 1137
## 2897 50 5 1990 TA TA 1339
## 2898 0 5 1990 TA TA 1298
## 2899 0 5 2000 Gd TA 1403
## 2900 85 5 2002 Gd TA 1800
## 2905 78 5 1997 TA Gd 1368
## 2906 32 5 1998 TA TA 1216
## 2907 32 5 1998 TA Gd 1337
## 2909 41 6 1977 TA TA 616
## 2910 41 6 1977 TA TA 925
## 2912 58 7 1968 TA TA 874
## 2913 0 5 1970 TA TA 1652
## 2914 21 6 1970 TA TA 630
## 2915 21 4 1972 TA TA 546
## 2916 80 5 1969 TA TA 1360
## 2919 21 5 1970 TA TA 546
## 2920 21 7 1970 TA TA 546
## 2922 55 5 1976 TA TA 1728
## 2923 63 5 1976 TA TA 1728
## 2924 80 5 1977 TA TA 1126
## 2926 37 6 1984 TA TA 1003
## 2927 0 5 1983 TA TA 902
## 2928 62 5 1992 TA TA 970
## 2929 77 5 1974 TA TA 1389
## 2930 74 5 1993 TA TA 996
## SecondFlrSF BedroomAbvGr TotRmsAbvGrd GrLivArea MiscVal YearRemodel
## 1 0 3 7 1656 0 1960
## 2 0 2 5 896 0 1961
## 3 0 3 6 1329 12500 1958
## 4 0 3 8 2110 0 1968
## 5 701 3 6 1629 0 1998
## 6 678 3 7 1604 0 1998
## 7 0 2 6 1338 0 2001
## 8 0 2 5 1280 0 1992
## 9 0 2 5 1616 0 1996
## 10 776 3 7 1804 0 1999
## 11 892 3 7 1655 0 1994
## 12 0 3 6 1187 500 2007
## 13 676 3 7 1465 0 1998
## 14 0 2 5 1341 0 1990
## 15 0 1 4 1502 0 1985
## 17 672 4 8 1752 0 2005
## 19 0 2 4 864 0 1951
## 21 0 3 7 1844 0 1977
## 22 0 3 6 1173 0 1974
## 23 860 3 7 1674 0 2000
## 24 0 2 5 1004 700 1970
## 25 0 3 6 1078 0 2008
## 26 0 3 6 1056 0 1968
## 27 0 2 4 882 0 1970
## 28 0 3 5 864 0 1971
## 29 0 2 5 1337 0 1999
## 30 504 2 5 987 0 1971
## 31 567 3 6 1092 0 1971
## 32 567 3 6 1092 0 1971
## 33 0 2 4 1069 0 1977
## 34 601 3 6 1456 0 1975
## 35 0 2 4 836 0 1975
## 36 601 3 7 1456 0 1978
## 38 0 3 7 1704 0 2008
## 42 0 3 7 1698 0 2005
## 43 0 3 8 1822 0 2006
## 44 0 3 7 1535 0 2004
## 47 0 3 10 2696 0 2004
## 48 563 3 7 2250 0 2002
## 49 0 2 6 1752 0 2005
## 50 0 2 6 1370 0 2006
## 51 862 2 6 1626 0 2003
## 52 0 3 6 1324 0 2005
## 53 0 2 6 1145 0 2006
## 54 0 2 6 1269 0 2005
## 55 630 3 7 1374 0 2004
## 56 1100 4 8 1960 0 2002
## 57 886 3 7 1733 0 2004
## 58 656 3 7 1430 0 2000
## 59 1151 3 8 2035 0 2001
## 60 1177 4 10 2599 0 1999
## 61 830 4 7 2475 0 1998
## 62 0 3 7 1720 0 1996
## 63 1122 3 9 2622 0 1995
## 64 1106 4 9 2270 0 2007
## 65 644 4 7 1839 0 1998
## 66 1185 4 9 3238 0 1996
## 67 0 2 6 1595 0 2006
## 69 783 3 7 1547 0 2009
## 70 0 3 7 1566 0 2008
## 71 956 3 8 1947 0 2005
## 72 0 2 6 1468 0 2005
## 73 1128 4 8 2084 0 2004
## 74 828 3 8 1659 0 2004
## 75 888 3 8 2110 0 2002
## 76 0 2 5 923 0 1980
## 77 790 3 8 1845 400 1992
## 78 0 2 5 918 0 1979
## 79 0 2 4 752 0 1984
## 80 730 3 7 1744 0 2003
## 81 0 3 6 1097 0 1985
## 82 676 3 7 1564 0 1981
## 83 0 2 5 1012 0 1950
## 84 584 4 8 1902 0 1978
## 86 0 3 5 894 0 2009
## 87 0 3 5 900 0 1967
## 88 0 3 5 1040 0 1963
## 89 0 3 6 1040 0 2010
## 91 862 3 8 1923 0 1992
## 92 1098 4 9 2349 0 1993
## 93 823 4 7 2225 0 1993
## 94 0 2 6 1488 0 2005
## 95 840 2 3 1680 0 2004
## 96 600 2 4 1200 0 2004
## 97 600 2 4 1200 0 2005
## 98 600 2 4 1200 0 2005
## 99 636 2 4 1236 0 2005
## 101 804 3 5 1573 0 2000
## 102 756 2 5 1512 0 2000
## 103 720 3 6 1416 0 1999
## 104 550 2 4 1080 0 2003
## 106 873 3 7 1848 0 2000
## 107 0 1 3 788 0 1980
## 108 0 1 4 1226 0 1978
## 109 754 3 6 1479 0 2005
## 110 0 3 6 1492 0 2002
## 111 0 4 8 1829 0 1967
## 112 1215 4 9 2495 0 1993
## 113 0 3 6 1610 0 2001
## 114 604 3 7 1891 0 1978
## 115 734 3 7 1714 500 1988
## 116 0 3 5 1381 0 2006
## 117 715 4 7 1645 0 1971
## 118 0 3 6 1232 0 1966
## 119 0 3 6 1328 0 1963
## 120 0 3 6 1225 400 1959
## 121 0 3 6 1209 0 1966
## 122 0 3 6 1510 0 1967
## 123 644 3 8 1775 0 1964
## 124 0 3 6 1152 0 1964
## 127 0 2 5 1078 0 1996
## 129 537 3 6 1556 0 1950
## 130 0 2 4 858 0 2008
## 132 0 3 6 1063 0 1954
## 133 0 3 7 1520 0 1972
## 134 0 2 7 1268 0 1954
## 135 0 2 5 1128 1500 2008
## 136 1169 5 12 2274 0 1960
## 139 0 4 8 1604 0 1958
## 140 0 3 7 1480 300 2009
## 141 0 3 6 1143 0 1959
## 142 0 4 6 1700 0 1959
## 143 0 3 5 1314 0 1957
## 144 0 3 6 1194 0 1959
## 146 0 3 6 1264 0 1960
## 147 0 3 6 1206 0 1959
## 148 0 3 6 1580 0 1959
## 149 505 3 5 1337 0 1956
## 150 0 2 4 1064 0 1952
## 151 0 3 5 972 0 1955
## 154 0 2 4 985 0 1994
## 156 0 3 6 1086 0 2003
## 157 0 2 4 936 0 2000
## 159 0 0 4 1056 600 1980
## 160 0 3 7 1287 0 2006
## 161 1080 5 11 2978 0 2007
## 162 408 3 5 1224 0 2004
## 163 0 3 6 1246 0 1994
## 164 475 4 6 1385 0 1952
## 165 0 3 5 900 0 2000
## 166 0 3 5 1116 0 1962
## 167 0 3 6 1175 0 1960
## 169 788 4 7 1839 0 1966
## 172 0 2 5 936 0 1950
## 173 0 2 5 1028 0 1950
## 174 0 3 6 1347 0 1957
## 175 765 3 8 1605 0 1950
## 176 0 2 4 747 0 1950
## 178 0 3 6 1316 0 2001
## 179 424 3 6 1251 0 2000
## 180 606 3 7 1633 0 2009
## 181 185 3 6 1245 0 1962
## 183 0 2 5 720 0 2003
## 185 686 4 7 1652 1200 1950
## 186 1111 3 7 2268 0 2002
## 188 0 2 6 1236 0 1996
## 189 622 3 6 1363 0 1950
## 190 1044 4 11 2290 0 1950
## 192 582 3 7 1612 0 1997
## 193 908 3 8 2068 0 2005
## 194 0 2 4 765 0 1950
## 196 348 3 6 1196 0 1950
## 198 636 3 6 1416 0 1950
## 199 492 2 5 1040 0 1980
## 200 608 4 7 1536 0 1950
## 201 0 2 5 1068 0 1950
## 202 808 3 9 1710 0 1950
## 203 1074 4 9 1962 0 1950
## 204 780 3 7 1560 0 2009
## 205 662 3 6 1324 0 1993
## 206 0 2 5 816 0 1963
## 208 780 4 8 1812 0 1996
## 209 1196 4 10 2403 0 1950
## 210 0 3 8 1675 0 1959
## 212 180 3 6 1392 0 1950
## 213 319 3 5 919 0 1950
## 215 744 2 7 1680 0 1950
## 216 240 2 6 1020 0 1996
## 217 0 4 8 1832 0 1967
## 218 0 4 8 1768 0 1968
## 219 0 3 6 1039 0 1965
## 221 0 3 5 912 0 1967
## 222 0 3 6 1060 0 2001
## 223 0 3 5 892 0 2008
## 224 689 4 7 1352 0 1969
## 225 0 2 4 864 0 1968
## 226 0 3 5 1373 0 1978
## 227 720 4 7 1440 0 1968
## 229 954 3 7 2260 0 1997
## 230 0 1 4 1483 0 2001
## 231 0 2 4 756 0 1950
## 233 192 0 4 1524 0 1979
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## 2893 0 2 5 1295 0 1986
## 2895 0 2 6 1707 0 1981
## 2896 0 2 5 1137 0 1987
## 2897 0 2 6 1339 0 1990
## 2898 1216 4 8 2514 0 1991
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## 2905 0 2 8 1368 0 1997
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## 2907 0 2 5 1337 0 1998
## 2909 688 3 5 1304 0 1977
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## 2930 12.14420 2758 0 1- The Predictive Modeling Framework A defining feature of predictive modeling is assessing model performance out-of-sample. We will use uniform random number to split the sample into a 70/30 train/test split. With a train/test split we now have two data sets: one for in-sample model development and one for out-of-sample model assessment.
Our 70/30 training/test split is the most basic form of cross-validation. We will ‘train’ each model by estimating the models on the 70% of the data identified as the training data set, and we will ‘test’ each model by examining the predictive accuracy on the 30% of the data. In R will estimate our models using the lm() function, and we will be able to apply those linear models using the R function predict(). You will want to read the R help page for the R function predict(). In particular, pay attention to the newdata argument. Your test data set is your new data.
Show a table of observation counts for your train/test data partition in your data section. dim(my.data)[1] = 2270 dim(train.df)[1]=1594 dim(test.df)[1]=676 dim(train.df)[1]+dim(test.df)[1]=2270
- Model Identification by Automated Variable Selection Create a pool of candidate predictor variables. This pool of candidate predictor variables needs to have at least 15-20 predictor variables, you can have more. The variables should be a mix of discrete and continuous variables. You can include dummy coded or effect coded variables, but not the original categorical variables. Include a well-designed list or table of your pool of candidate predictor variables in your report. NOTE: If you need to create additional predictor variables, then you will want to create those predictor variables before you perform the train/test split outlined in (2). Also note that we will be using our two variables QualityIndex and TotalSqftCalc in this section.
library('fastDummies')
subdata <- dummy_cols(subdata, select_columns = c('Neighborhood','Zoning'),
remove_selected_columns = TRUE)
subdata## TotalFloorSF HouseAge QualityIndex price_sqft SalePrice LotArea BsmtFinSF1
## 1 1656 50 30 129.83092 215000 31770 639
## 2 896 49 30 117.18750 105000 11622 468
## 3 1329 52 36 129.42062 172000 14267 923
## 4 2110 42 35 115.63981 244000 11160 1065
## 5 1629 13 25 116.57459 189900 13830 791
## 6 1604 12 36 121.88279 195500 9978 602
## 7 1338 9 40 159.56652 213500 4920 616
## 8 1280 18 40 149.60938 191500 5005 263
## 9 1616 15 40 146.34901 236500 5389 1180
## 10 1804 11 35 104.76718 189000 7500 0
## 11 1655 17 30 106.28399 175900 10000 0
## 12 1187 18 42 155.85510 185000 7980 935
## 13 1465 12 30 123.13993 180400 8402 0
## 14 1341 20 35 127.88963 171500 10176 637
## 15 1502 25 40 141.14514 212000 6820 368
## 16 1752 22 56 93.60731 164000 12134 427
## 17 864 59 20 163.19444 141000 19138 120
## 18 1844 33 36 103.03688 190000 11751 705
## 19 1173 36 42 144.92754 170000 10625 885
## 20 1674 10 35 129.03226 216000 7500 533
## 21 1004 40 42 148.40637 149000 11241 578
## 22 1078 39 30 139.05380 149900 12537 734
## 23 1056 42 30 134.46970 142000 8450 775
## 24 882 40 20 142.85714 126000 8400 804
## 25 864 39 20 133.10185 115000 10500 432
## 26 1337 11 35 137.62154 184000 5858 1051
## 27 987 39 30 97.26444 96000 1680 156
## 28 1092 39 25 96.61172 105500 1680 300
## 29 1092 39 30 80.58608 88000 1680 0
## 30 1069 33 30 119.27035 127500 4043 360
## 31 1456 35 36 102.95330 149900 2280 514
## 32 836 35 42 143.54067 120000 2280 0
## 33 1456 32 30 100.27473 146000 2280 311
## 34 1704 3 40 179.57746 306000 11478 1218
## 35 1698 5 45 161.95524 275000 11520 110
## 36 1822 5 40 142.15148 259000 14122 28
## 37 1535 6 35 139.41368 214000 10171 2
## 38 2696 7 45 185.45994 500000 14300 1373
## 39 2250 8 40 142.22222 320000 13650 578
## 40 1752 5 45 182.59132 319900 7658 456
## 41 1370 4 40 149.63504 205000 7132 24
## 42 1626 7 35 107.93358 175500 2628 0
## 43 1324 5 30 150.67976 199500 18494 0
## 44 1145 4 35 139.73799 160000 3203 16
## 45 1269 6 40 151.30024 192000 3182 24
## 46 1374 6 35 134.27948 184500 13300 326
## 47 1960 8 30 110.45918 216500 7851 625
## 48 1733 6 35 106.80208 185088 8577 0
## 49 1430 10 35 125.87413 180000 7750 250
## 50 2035 9 35 109.33661 222500 9505 0
## 51 2599 11 45 128.19084 333168 14774 0
## 52 2475 12 40 143.43434 355000 17433 0
## 53 1720 14 35 151.39535 260400 10593 919
## 54 2622 16 40 123.95118 325000 12256 1032
## 55 2270 11 56 127.75330 290000 11764 524
## 56 1839 12 35 120.17401 221000 16770 0
## 57 3238 15 40 126.62137 410000 14720 816
## 58 1595 5 40 138.87147 221500 8987 0
## 59 1547 1 35 139.10795 215200 8640 24
## 60 1566 2 40 167.62452 262500 9000 1078
## 61 1947 6 35 130.91936 254900 12552 222
## 62 1468 5 30 184.94550 271500 10440 1414
## 63 2084 6 35 111.80422 233000 10142 656
## 64 1659 6 35 109.10187 181000 11920 0
## 65 2110 16 35 97.15640 205000 8880 695
## 66 923 30 30 154.92958 143000 8012 543
## 67 1845 18 30 102.43902 189000 11218 0
## 68 918 31 30 108.38780 99500 7892 0
## 69 752 26 30 166.22340 125000 7175 623
## 70 1744 17 49 111.52523 194500 9453 402
## 71 1097 26 30 138.55971 152000 9672 338
## 72 1564 30 36 109.33504 171000 8400 0
## 73 1012 90 25 66.69960 67500 9800 0
## 74 1902 32 30 58.88538 112000 8930 0
## 75 894 45 40 154.92170 138500 8450 553
## 76 900 43 25 135.55556 122000 9819 450
## 77 1040 47 25 127.88462 133000 7500 824
## 78 1040 48 40 122.11538 127000 6897 659
## 79 1923 18 35 98.80395 190000 10186 674
## 80 2349 17 40 154.32099 362500 13143 250
## 81 2225 18 40 128.08989 285000 11134 1129
## 82 1488 6 35 174.73118 260000 4835 1298
## 83 1680 6 35 113.09524 190000 3515 0
## 84 1200 6 35 129.16667 155000 3215 280
## 85 1200 6 35 125.83333 151000 3182 0
## 86 1200 6 35 124.58333 149500 2544 368
## 87 1236 5 30 122.97735 152000 2544 376
## 88 1573 10 30 112.84170 177500 2117 378
## 89 1512 10 30 117.06349 177000 2980 466
## 90 1416 11 35 109.46328 155000 2572 604
## 91 1080 7 35 136.21296 147110 2403 244
## 92 1848 10 40 137.44589 254000 7379 484
## 93 788 30 40 196.70051 155000 4420 728
## 94 1226 32 48 168.02610 206000 3880 1052
## 95 1479 34 48 88.23529 130500 13517 533
## 96 1492 8 35 154.15550 230000 8000 833
## 97 1829 43 36 119.46419 218500 10456 506
## 98 2495 17 30 97.59519 243500 10791 1137
## 99 1610 33 42 127.32919 205000 10603 1200
## 100 1891 32 30 112.37441 212500 18837 687
## 101 1714 22 35 114.64411 196500 10421 394
## 102 1381 38 42 143.01231 197500 9360 982
## 103 1645 39 36 103.95137 171000 9600 329
## 104 1232 44 25 115.46266 142250 9600 698
## 105 1328 47 30 107.68072 143000 9790 569
## 106 1225 51 20 105.26531 128950 9320 569
## 107 1209 44 25 131.51365 159000 9900 1059
## 108 1510 43 30 118.47682 178900 9680 1010
## 109 1775 46 30 76.78873 136300 10600 0
## 110 1152 46 35 156.68403 180500 14112 1014
## 111 1078 60 30 131.84137 142125 9717 49
## 112 1556 61 36 110.86118 172500 17360 300
## 113 858 52 35 135.78089 116500 7207 696
## 114 1063 56 25 120.41392 128000 9920 354
## 115 1520 55 36 100.65789 153000 9600 674
## 116 1268 56 30 104.10095 132000 7800 540
## 117 1128 44 48 157.80142 178000 11380 944
## 118 2274 50 25 67.85400 154300 11600 443
## 119 1604 52 25 84.16459 135000 8267 0
## 120 1480 7 35 144.59459 214000 8197 1188
## 121 1143 51 25 118.98513 136000 8050 856
## 122 1700 51 25 97.35294 165500 10552 1018
## 123 1314 53 30 110.35008 145000 8400 922
## 124 1194 51 36 123.95310 148000 8760 0
## 125 1264 50 25 132.51582 167500 9300 697
## 126 1206 51 25 89.99834 108538 10725 936
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## 134 1056 30 30 136.36364 144000 6979 1056
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## 136 2978 43 49 81.26259 242000 11275 0
## 137 1224 62 48 107.84314 132000 8064 481
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## 139 1385 58 20 119.85560 166000 8520 507
## 140 900 59 35 149.77778 134800 7200 234
## 141 1116 48 36 143.36918 160000 10000 0
## 142 1175 50 30 125.95745 148000 7635 588
## 143 1839 44 30 84.28494 155000 7700 0
## 144 936 90 35 116.98718 109500 4485 579
## 145 1028 83 30 111.86770 115000 8960 0
## 146 1347 53 35 106.16184 143000 5805 274
## 147 1605 95 18 66.91589 107400 5790 0
## 148 747 65 24 107.09505 80000 4608 0
## 149 926 81 35 140.38877 130000 5500 234
## 150 1251 72 42 95.12390 119000 6900 0
## 151 1633 62 35 78.99571 129000 11851 780
## 152 1245 90 30 80.32129 100000 8239 176
## 153 720 82 48 147.08333 105900 8520 0
## 154 1652 95 30 84.14044 139000 10800 686
## 155 2268 120 72 105.82011 240000 9000 0
## 156 1236 53 42 121.11650 149700 7407 600
## 157 1363 100 28 92.07630 125500 7740 0
## 158 2290 125 24 53.49345 122500 11340 0
## 159 1612 60 30 79.71464 128500 5830 788
## 160 2068 88 49 101.30561 209500 7793 474
## 161 765 85 28 113.72549 87000 5000 188
## 162 1196 70 36 107.02341 128000 6000 264
## 163 1416 62 42 98.79944 139900 6000 300
## 164 1040 74 35 119.13462 123900 6240 276
## 165 1536 80 25 90.10417 138400 6240 448
## 166 1068 87 30 102.52809 109500 6120 960
## 167 1710 89 42 81.87135 140000 10300 0
## 168 1962 95 20 76.19776 149500 8094 0
## 169 1560 98 48 102.50000 159900 12900 0
## 170 1324 90 48 92.14502 122000 3068 0
## 171 816 47 25 134.80392 110000 8472 104
## 172 1812 110 45 77.26269 140000 7630 0
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## 1083 1738 73 25 88.03222 153000 7010 175
## 1084 784 84 30 139.66837 109500 6130 784
## 1085 1210 67 35 102.47934 124000 5000 600
## 1086 1290 108 54 82.86822 106900 5870 0
## 1087 1672 68 42 98.62440 164900 6000 521
## 1088 949 84 35 125.39515 119000 6000 0
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## 1092 1013 82 42 111.54985 113000 5000 0
## 1093 1216 88 35 94.57237 115000 5520 68
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## 1095 1573 78 35 103.56008 162900 6240 0
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## 1097 1362 88 48 93.97944 128000 6155 0
## 1098 520 81 24 131.73077 68500 6324 0
## 1099 1848 85 42 112.01299 207000 13053 0
## 1100 1820 83 42 101.09890 184000 9120 329
## 1101 1716 93 24 94.69697 162500 9144 0
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## 1103 838 90 42 155.13126 130000 10267 210
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## 1107 768 78 36 122.20052 93850 6291 0
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## 1118 1355 68 35 94.09594 127500 10106 351
## 1119 1040 43 25 124.51923 129500 11200 906
## 1120 1096 30 30 143.70438 157500 13014 528
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## 1126 1006 49 15 79.52286 80000 9000 288
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## 1138 1079 60 35 116.40408 125600 5190 0
## 1139 1094 55 30 141.68190 155000 10452 500
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## 1141 1518 68 35 171.27800 260000 19550 1035
## 1142 1674 90 42 110.51374 185000 21780 0
## 1143 2108 73 42 111.48008 235000 13728 626
## 1144 1509 52 30 105.96421 159900 9571 870
## 1145 864 33 25 115.27778 99600 9350 864
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## 1147 1367 108 40 87.05194 119000 8405 241
## 1148 1347 98 35 79.80698 107500 7000 969
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## 1150 1096 84 30 72.08029 79000 9600 0
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## 1153 2814 13 30 92.39517 260000 9771 779
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## 1155 2200 15 35 102.27273 225000 14171 355
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## 1158 2097 15 35 108.72675 228000 11228 50
## 1159 1511 13 40 148.90801 225000 11454 770
## 1160 1643 42 36 118.68533 195000 11500 262
## 1161 1688 11 30 118.48341 200000 12798 462
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## 1164 990 14 25 146.46465 145000 9245 686
## 1165 1418 11 35 159.38011 226001 8696 1308
## 1166 1771 11 30 121.79560 215700 13142 688
## 1167 1652 8 35 125.60533 207500 8998 527
## 1168 1724 10 35 109.04872 188000 8924 0
## 1169 1479 9 35 129.14131 191000 9382 0
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## 1171 1792 7 35 129.18527 231500 12435 361
## 1172 1823 8 35 128.90839 235000 12192 663
## 1173 1786 7 35 125.13998 223500 11250 486
## 1174 938 33 30 138.85928 130250 9200 280
## 1175 985 31 40 152.18274 149900 8385 595
## 1176 1174 30 30 134.58262 158000 12250 781
## 1177 1026 30 36 143.27485 147000 10970 505
## 1178 924 33 30 119.04762 110000 7990 0
## 1179 864 36 35 146.99074 127000 7180 390
## 1180 780 36 35 160.12821 124900 7200 632
## 1181 1795 6 40 128.13370 230000 9742 0
## 1182 2031 6 40 116.69129 237000 9473 804
## 1183 1865 8 35 126.00536 235000 10316 735
## 1184 2161 7 35 106.66358 230500 10400 0
## 1185 1852 9 40 124.19006 230000 9066 668
## 1186 2031 10 35 109.55194 222500 11404 252
## 1187 2263 7 40 126.82280 287000 9240 0
## 1188 1947 7 45 140.72933 274000 9720 1194
## 1189 1786 6 40 167.97312 300000 14860 1538
## 1190 2290 6 40 111.74672 255900 11250 0
## 1191 1768 5 35 127.20588 224900 8158 550
## 1192 2327 5 35 103.13709 240000 10905 0
## 1193 1640 5 35 111.58537 183000 7226 0
## 1194 1764 9 40 117.34694 207000 11690 0
## 1195 1908 14 35 110.06289 210000 8750 642
## 1196 848 5 30 160.96698 136500 4435 686
## 1197 848 4 30 170.99057 145000 4426 662
## 1198 1493 11 30 139.91962 208900 13125 994
## 1199 1536 6 35 139.32292 214000 9135 810
## 1200 1710 5 35 121.92982 208500 8450 706
## 1201 1445 4 35 129.06574 186500 9750 24
## 1202 1436 4 35 146.23955 210000 8450 946
## 1203 1582 4 35 117.50948 185900 8320 490
## 1204 1234 1 40 145.78606 179900 11049 0
## 1205 1564 1 42 139.92072 218836 11058 56
## 1206 1361 1 35 141.80749 193000 9627 24
## 1207 1456 3 35 129.80769 189000 8199 648
## 1208 848 4 30 176.06132 149300 4426 697
## 1209 848 4 30 166.27358 141000 4426 697
## 1210 848 4 30 175.70755 149000 4438 662
## 1211 848 4 30 170.40094 144500 4438 662
## 1212 796 98 35 106.78392 85000 8777 0
## 1213 2200 108 35 66.31818 145900 8777 1084
## 1214 1256 43 30 117.43631 147500 9937 830
## 1215 1033 32 25 159.72894 165000 12102 456
## 1216 1127 32 36 119.78705 135000 6500 1033
## 1217 996 68 30 108.43373 108000 13907 290
## 1218 1181 36 20 116.42676 137500 10012 920
## 1219 1656 5 35 99.87923 165400 6931 0
## 1220 1117 31 36 131.60251 147000 9638 368
## 1221 1398 32 42 114.80687 160500 7200 288
## 1222 1132 3 20 155.47703 176000 7024 1024
## 1223 3820 49 35 74.52880 284700 47007 0
## 1224 1072 3 30 138.05970 148000 3675 459
## 1225 1152 53 20 71.18056 82000 6040 0
## 1226 1152 53 20 71.18056 82000 6012 0
## 1227 1440 53 16 81.94444 118000 12108 133
## 1228 1152 53 20 71.61458 82500 6845 0
## 1229 784 53 20 117.21939 91900 6931 784
## 1230 1053 70 35 113.96011 120000 12180 0
## 1231 930 55 20 106.45161 99000 9520 767
## 1232 1200 62 30 108.75000 130500 11767 352
## 1233 1470 54 24 91.83673 135000 8172 0
## 1234 1393 53 35 97.27207 135500 16466 0
## 1235 1292 85 28 83.59133 108000 5142 224
## 1236 864 83 30 113.42593 98000 5604 468
## 1237 864 94 9 77.54630 67000 8248 41
## 1238 1716 96 30 79.19580 135900 5687 210
## 1239 1482 83 48 94.46694 140000 12155 156
## 1240 1772 69 40 101.29797 179500 8400 378
## 1241 1694 83 30 80.57851 136500 8400 423
## 1242 1424 87 56 117.97753 168000 7290 0
## 1243 2601 87 30 72.66436 189000 9842 0
## 1244 1316 82 36 110.18237 145000 8969 379
## 1245 1680 93 42 105.35714 177000 15576 0
## 1246 1264 94 36 116.69304 147500 15564 0
## 1247 790 78 30 115.18987 91000 6292 384
## 1248 1512 83 72 152.77778 231000 7609 406
## 1249 1603 85 18 86.08858 138000 9650 0
## 1250 1502 77 42 99.20107 149000 7200 0
## 1251 1660 74 42 113.67470 188700 11988 326
## 1252 1374 70 20 80.05822 110000 9260 0
## 1253 1091 57 30 95.32539 104000 7801 500
## 1254 3447 73 72 110.53090 381000 14100 192
## 1255 1954 69 63 159.41658 311500 15660 341
## 1256 2161 58 63 121.88801 263400 12392 435
## 1257 1898 52 25 124.60485 236500 26073 1116
## 1258 1640 54 42 136.58537 224000 14778 728
## 1259 1032 28 36 112.88760 116500 1879 366
## 1260 1556 28 36 97.04370 151000 1950 81
## 1261 919 82 48 137.10555 126000 7000 299
## 1262 1090 68 48 110.09174 120000 6000 0
## 1263 796 86 16 69.09548 55000 3636 0
## 1264 816 78 48 147.67157 120500 5890 538
## 1265 778 68 30 154.88432 120500 6900 403
## 1266 1200 78 35 99.16667 119000 8155 0
## 1267 912 78 35 109.10088 99500 7392 0
## 1268 1955 50 25 84.65473 165500 9000 330
## 1269 1646 4 35 151.88335 250000 3811 1474
## 1270 1646 4 40 167.07169 275000 3842 1373
## 1271 2032 12 35 147.63780 300000 23730 700
## 1272 1689 6 40 160.44997 271000 13265 1218
## 1273 1820 12 35 117.03297 213000 11050 0
## 1274 1118 31 36 152.95170 171000 9880 522
## 1275 1279 31 36 134.08913 171500 10125 641
## 1276 1689 17 20 135.28715 228500 9990 1383
## 1277 1501 22 42 160.89274 241500 4084 893
## 1278 1537 2 40 191.28172 294000 11563 1036
## 1279 1442 2 25 119.62552 172500 9802 0
## 1280 1394 2 25 120.15782 167500 9735 0
## 1281 1495 19 30 100.33445 150000 12890 0
## 1282 1256 22 30 143.31210 180000 18265 920
## 1283 1440 5 40 161.45833 232500 11202 1029
## 1284 1675 9 30 116.41791 195000 7915 1223
## 1285 2262 5 40 134.83643 305000 12244 871
## 1286 1728 1 40 172.88831 298751 11449 1011
## 1287 1964 3 40 188.39104 370000 11447 1571
## 1288 1189 11 30 134.98738 160500 4500 864
## 1289 1200 44 20 144.16667 173000 14137 865
## 1290 1040 33 30 119.23077 124000 4224 769
## 1291 1304 32 30 88.19018 115000 2665 0
## 1292 1475 32 35 87.79661 129500 2665 318
## 1293 988 35 28 106.27530 105000 1974 501
## 1294 988 35 24 96.05263 94900 1596 437
## 1295 1160 40 30 131.46552 152500 17979 785
## 1296 1092 38 54 89.74359 98000 1477 358
## 1297 630 36 28 128.57143 81000 1890 495
## 1298 988 54 25 114.37247 113000 21750 0
## 1299 816 25 35 157.47549 128500 6490 534
## 1300 923 24 25 129.46912 119500 6951 658
## 1301 816 26 45 159.92647 130500 6600 641
## 1302 816 26 40 169.11765 138000 6600 816
## 1303 845 26 30 159.17160 134500 6600 638
## 1304 889 24 30 154.66817 137500 12395 647
## 1305 1587 36 36 105.41903 167300 10667 838
## 1306 1277 37 35 130.77525 167000 10628 778
## 1307 2223 34 42 109.76158 244000 13651 1880
## 1308 2217 37 48 120.88408 268000 15865 351
## 1309 1733 4 35 129.83266 225000 12394 0
## 1310 1572 12 30 106.87023 168000 10364 0
## 1311 1470 10 36 120.40816 177000 13869 182
## 1312 1600 10 30 105.62500 169000 8773 0
## 1313 1384 10 30 116.69075 161500 8872 0
## 1314 1652 7 40 151.93705 251000 5330 1196
## 1315 1694 13 30 94.45100 160000 10147 186
## 1316 1553 11 35 115.09981 178750 7875 414
## 1317 1253 12 35 140.46289 176000 7875 0
## 1318 2299 8 30 88.73423 204000 7500 0
## 1319 1187 15 35 134.79360 160000 9556 0
## 1320 1472 16 35 108.69565 160000 10784 0
## 1321 1482 15 35 110.59379 163900 9125 0
## 1322 1642 14 30 102.31425 168000 7655 0
## 1323 1088 21 40 156.25000 170000 3696 0
## 1324 1179 19 40 154.36811 182000 4740 248
## 1325 1321 17 40 160.48448 212000 5118 926
## 1326 1922 2 45 196.37149 377426 14157 1249
## 1327 2541 2 40 137.45179 349265 12328 986
## 1328 1612 1 45 198.44913 319900 8035 797
## 1329 2234 1 40 197.81961 441929 14082 1558
## 1330 1440 26 42 127.01389 182900 12546 678
## 1331 1479 26 49 118.99932 176000 12090 321
## 1332 1664 29 42 128.00481 213000 12299 1328
## 1333 1930 28 35 99.48187 192000 11339 758
## 1334 1969 30 42 96.49568 190000 11952 0
## 1335 2030 31 36 96.05911 195000 12046 156
## 1336 1032 29 36 143.41085 148000 10395 605
## 1337 1177 23 36 128.71708 151500 11850 781
## 1338 1725 28 42 114.20290 197000 11584 315
## 1339 1353 28 30 142.16556 192350 10400 903
## 1340 1220 36 30 139.34426 170000 13001 492
## 1341 1484 36 30 117.92453 175000 12243 998
## 1342 1743 39 36 100.40161 175000 11700 384
## 1343 1935 31 49 102.27390 197900 12384 0
## 1344 1324 31 42 131.41994 174000 8991 624
## 1345 1877 33 36 95.31167 178900 8000 931
## 1346 1109 36 35 125.33814 139000 10500 349
## 1347 981 36 30 146.02446 143250 10530 282
## 1348 1479 35 63 124.40838 184000 7472 626
## 1349 914 37 25 145.51422 133000 7920 81
## 1350 950 36 25 125.78947 119500 9758 412
## 1351 872 36 20 141.05505 123000 8294 0
## 1352 858 36 24 128.20513 110000 7340 322
## 1353 914 46 28 140.04376 128000 17199 314
## 1354 864 36 24 139.46759 120500 9000 616
## 1355 767 9 35 173.40287 133000 4058 584
## 1356 1337 6 30 115.93119 155000 4113 0
## 1357 1337 10 30 132.38594 177000 10943 930
## 1358 1092 34 36 103.93773 113500 2205 312
## 1359 1218 34 30 92.77504 113000 1890 356
## 1360 1218 34 30 93.34975 113700 2058 0
## 1361 1302 37 25 81.41321 106000 2016 0
## 1362 958 31 30 133.61169 128000 4928 120
## 1363 1548 31 36 100.12920 155000 2308 556
## 1364 1055 29 49 135.07109 142500 2304 632
## 1365 988 41 30 130.81984 129250 7150 725
## 1366 2046 2 50 219.94135 450000 15431 1430
## 1367 2643 1 45 143.77601 380000 13693 0
## 1368 1634 1 40 152.99878 250000 11428 0
## 1369 2758 2 45 151.55910 418000 13654 0
## 1370 2473 3 40 128.18439 317000 9591 0
## 1371 1802 1 45 206.43729 372000 13615 0
## 1372 2956 3 40 115.69689 342000 13069 0
## 1373 2468 3 40 143.43598 354000 12099 970
## 1374 2385 4 40 146.75052 350000 14277 938
## 1375 2374 4 40 120.05055 285000 11999 0
## 1376 1614 2 35 152.23048 245700 9926 1178
## 1377 1721 2 40 135.21092 232698 9254 119
## 1378 1362 2 30 142.95154 194700 7577 20
## 1379 1302 2 30 153.60983 200000 3903 1030
## 1380 1362 2 30 151.98238 207000 6289 762
## 1381 1554 1 40 134.81338 209500 4590 24
## 1382 1554 1 40 134.81338 209500 4590 24
## 1383 1370 1 40 147.81022 202500 6442 24
## 1384 1577 2 45 177.55231 280000 7841 848
## 1385 1561 2 45 177.77066 277500 7313 1153
## 1386 1405 4 35 142.34875 200000 3242 1000
## 1387 1536 2 30 114.58333 176000 10237 0
## 1388 1326 2 30 153.09201 203000 12216 918
## 1389 1589 4 40 142.54248 226500 3621 1084
## 1390 1530 3 35 169.28105 259000 14572 1300
## 1391 1119 3 35 168.45398 188500 16219 779
## 1392 1374 3 35 127.36536 175000 11084 192
## 1393 1959 3 35 109.74987 215000 11796 0
## 1394 1720 3 35 106.68605 183500 8244 0
## 1395 1394 4 35 118.72310 165500 11950 0
## 1396 1948 4 35 108.31622 211000 7875 0
## 1397 1995 5 35 110.02506 219500 8740 574
## 1398 1647 8 30 106.25379 175000 7917 0
## 1399 1430 7 35 118.88112 170000 9967 0
## 1400 1320 4 35 122.72727 162000 7750 0
## 1401 1690 7 30 110.65089 187000 9487 520
## 1402 1644 8 30 112.53041 185000 9649 0
## 1403 2551 10 40 150.72521 384500 12191 1181
## 1404 2285 7 40 108.53392 248000 11000 0
## 1405 2633 6 50 177.17433 466500 11400 1282
## 1406 3078 9 45 133.20338 410000 10557 672
## 1407 2582 9 40 124.90318 322500 11002 1048
## 1408 2385 9 35 105.66038 252000 10790 0
## 1409 2013 11 35 134.02385 269790 9920 862
## 1410 2398 11 35 131.67223 315750 11787 719
## 1411 2531 12 40 114.57922 290000 12257 56
## 1412 3228 15 40 133.20942 430000 12692 1231
## 1413 2202 15 40 119.43688 263000 11762 335
## 1414 2538 11 40 130.02364 330000 9044 1225
## 1415 1905 1 45 167.97900 320000 11670 0
## 1416 1464 0 40 193.25273 282922 15256 929
## 1417 1534 1 40 140.15645 215000 10612 28
## 1418 1636 1 40 155.86797 255000 13501 63
## 1419 1588 1 40 142.94710 227000 10000 0
## 1420 1538 2 40 169.05072 260000 8847 769
## 1421 1506 2 35 165.33865 249000 8251 778
## 1422 1694 3 40 181.22786 307000 10084 1369
## 1423 1977 1 35 126.45422 250000 9605 0
## 1424 1830 1 40 120.92896 221300 8778 0
## 1425 1959 1 40 137.82542 270000 9000 0
## 1426 1656 1 40 150.78502 249700 11096 24
## 1427 1685 1 40 150.14837 253000 11824 0
## 1428 2466 3 40 137.87510 340000 11143 0
## 1429 1143 1 35 128.60892 147000 7500 0
## 1430 1094 4 25 136.19744 149000 12450 729
## 1431 1486 1 35 121.80350 181000 7441 0
## 1432 1721 13 30 116.79256 201000 8462 814
## 1433 1820 14 30 105.35714 191750 11613 480
## 1434 1349 7 35 132.69088 179000 8450 0
## 1435 1494 9 35 143.90897 215000 16196 1443
## 1436 1575 15 30 113.77778 179200 8012 430
## 1437 1266 27 30 101.10585 128000 8012 0
## 1438 884 24 35 162.89593 144000 9180 747
## 1439 2020 30 25 71.28713 144000 8400 0
## 1440 894 30 25 135.06711 120750 6285 138
## 1441 970 44 30 136.59794 132500 8480 630
## 1442 1057 45 25 124.88174 132000 7420 417
## 1443 999 45 35 132.63263 132500 7758 588
## 1444 1120 46 20 115.17857 129000 6970 932
## 1445 1040 39 35 139.42308 145000 7476 812
## 1446 988 46 25 130.06073 128500 9945 827
## 1447 902 40 30 139.13525 125500 6173 599
## 1448 2503 17 35 119.85617 300000 19522 727
## 1449 2167 33 49 135.67144 294000 17542 125
## 1450 1037 33 25 124.39730 129000 10751 787
## 1451 2810 17 40 107.47331 302000 9572 482
## 1452 2872 15 40 99.23398 285000 10678 700
## 1453 1378 3 40 155.29753 214000 4379 851
## 1454 1501 8 30 117.58827 176500 2280 565
## 1455 1458 8 30 120.71331 176000 3230 419
## 1456 1512 7 30 111.44180 168500 2117 420
## 1457 1573 7 30 112.52384 177000 2117 417
## 1458 1525 7 30 116.06557 177000 2117 436
## 1459 1102 3 35 135.02722 148800 5105 239
## 1460 1441 8 40 120.74948 174000 2645 0
## 1461 1950 10 35 122.56410 239000 7399 649
## 1462 1358 8 35 150.22091 204000 7321 0
## 1463 2048 4 40 146.97266 301000 8010 964
## 1464 2362 9 40 132.30313 312500 8413 901
## 1465 1494 13 40 187.21553 279700 9466 457
## 1466 2362 27 42 107.95936 255000 12000 1732
## 1467 1432 29 35 135.47486 194000 16157 680
## 1468 1437 31 40 151.70494 218000 10768 1157
## 1469 1295 29 48 165.05792 213750 3840 881
## 1470 1855 31 42 100.80863 187000 9600 0
## 1471 1262 31 48 143.81933 181500 9600 978
## 1472 2497 26 40 149.37926 373000 17778 1632
## 1473 2620 30 25 72.51908 190000 18890 498
## 1474 1929 6 35 117.15915 226000 7050 738
## 1475 1152 39 36 124.52257 143450 11700 0
## 1476 2411 37 36 99.56450 240050 8000 915
## 1477 1082 38 36 150.18484 162500 8723 973
## 1478 1295 39 30 126.64093 164000 11700 910
## 1479 1610 35 49 114.90683 185000 11358 346
## 1480 1594 14 42 118.25596 188500 9547 0
## 1481 2075 14 42 122.89157 255000 10530 819
## 1482 1680 31 30 81.49107 136905 11500 0
## 1483 1093 41 42 145.01372 158500 10738 792
## 1484 1242 34 42 141.30435 175500 9600 916
## 1485 1052 44 30 120.72243 127000 10800 617
## 1486 1107 40 30 114.72448 127000 8050 474
## 1487 1214 40 25 117.79242 143000 10355 695
## 1488 1073 42 35 145.38677 156000 10289 836
## 1489 1728 43 20 68.86574 119000 10624 40
## 1490 1224 43 20 84.15033 103000 10899 0
## 1491 958 47 48 158.14196 151500 12772 498
## 1492 1065 47 25 118.77934 126500 8892 0
## 1493 1138 49 48 127.41652 145000 10482 507
## 1494 912 49 35 131.57895 120000 7535 111
## 1495 882 48 35 120.74830 106500 8339 0
## 1496 1187 46 25 118.36563 140500 14357 311
## 1497 964 46 35 142.63485 137500 8243 700
## 1498 894 47 35 131.54362 117600 8680 0
## 1499 1200 41 42 136.25000 163500 8800 654
## 1500 1042 42 30 154.51056 161000 9200 494
## 1501 2154 43 42 104.22470 224500 8800 414
## 1502 1374 43 30 106.98690 147000 11382 54
## 1503 1652 48 42 121.06538 200000 22002 1386
## 1504 1429 47 36 127.29181 181900 14585 594
## 1505 1327 48 30 113.60211 150750 7388 405
## 1506 1224 45 20 83.16993 101800 9842 0
## 1507 932 57 30 133.04721 124000 8280 0
## 1508 908 67 35 152.53304 138500 12172 130
## 1509 666 61 9 96.84685 64500 5000 299
## 1510 670 62 15 95.52239 64000 3500 144
## 1511 808 49 40 138.61386 112000 5175 150
## 1512 1977 43 36 83.45979 165000 9500 442
## 1513 1150 52 30 125.21739 144000 9600 368
## 1514 1920 59 25 71.35417 137000 11345 220
## 1515 1376 66 25 76.30814 105000 9492 368
## HouseStyle LotShape OverallQual logSalePrice TotalBsmtSF HouseStyle.1
## 1 1Story IR1 6 12.27839 1080 1Story
## 2 1Story Reg 5 11.56172 882 1Story
## 3 1Story IR1 6 12.05525 1329 1Story
## 4 1Story Reg 7 12.40492 2110 1Story
## 5 2Story IR1 5 12.15425 928 2Story
## 6 2Story IR1 6 12.18332 926 2Story
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## 1239 IR1 Normal Typ 12155 70 0
## 1240 Reg Normal Typ 8400 75 60
## 1241 Reg Normal Typ 8400 50 60
## 1242 Reg Normal Typ 7290 30 60
## 1243 Reg Normal Typ 9842 70 51
## 1244 Reg Normal Typ 8969 70 66
## 1245 Reg Normal Typ 15576 70 63
## 1246 Reg Normal Typ 15564 50 63
## 1247 Reg Normal Typ 6292 30 52
## 1248 Reg Normal Typ 7609 70 54
## 1249 IR1 Normal Typ 9650 70 0
## 1250 Reg Normal Typ 7200 70 60
## 1251 IR1 Normal Typ 11988 70 74
## 1252 IR1 Normal Typ 9260 50 0
## 1253 IR1 Normal Typ 7801 20 79
## 1254 IR1 Normal Typ 14100 50 0
## 1255 IR1 Normal Typ 15660 50 0
## 1256 Reg Normal Typ 12392 50 70
## 1257 IR1 Normal Typ 26073 20 56
## 1258 IR1 Normal Typ 14778 20 0
## 1259 Reg Normal Typ 1879 160 24
## 1260 Reg Normal Typ 1950 160 24
## 1261 Reg Normal Typ 7000 30 50
## 1262 Reg Normal Typ 6000 50 60
## 1263 Reg Normal Typ 3636 30 40
## 1264 Reg Normal Typ 5890 30 0
## 1265 Reg Normal Typ 6900 30 71
## 1266 Reg Normal Typ 8155 50 58
## 1267 Reg Normal Typ 7392 30 60
## 1268 Reg Normal Typ 9000 50 75
## 1269 IR1 Normal Typ 3811 120 44
## 1270 IR1 Normal Typ 3842 120 44
## 1271 IR2 Normal Typ 23730 20 0
## 1272 IR1 Normal Typ 13265 20 0
## 1273 Reg Normal Typ 11050 60 0
## 1274 Reg Normal Typ 9880 80 76
## 1275 Reg Normal Typ 10125 20 75
## 1276 Reg Normal Typ 9990 20 74
## 1277 IR1 Normal Typ 4084 120 42
## 1278 IR1 Normal Typ 11563 20 74
## 1279 Reg Normal Typ 9802 80 73
## 1280 Reg Normal Typ 9735 80 73
## 1281 IR1 Normal Typ 12890 20 75
## 1282 Reg Normal Typ 18265 20 93
## 1283 IR1 Normal Typ 11202 20 82
## 1284 IR1 Normal Typ 7915 20 0
## 1285 Reg Normal Typ 12244 60 85
## 1286 IR1 Normal Typ 11449 20 79
## 1287 IR1 Normal Typ 11447 20 85
## 1288 Reg Normal Typ 4500 120 32
## 1289 Reg Normal Typ 14137 85 150
## 1290 Reg Normal Typ 4224 120 0
## 1291 Reg Normal Typ 2665 160 0
## 1292 Reg Normal Typ 2665 160 41
## 1293 Reg Normal Typ 1974 180 21
## 1294 Reg Normal Typ 1596 180 21
## 1295 IR1 Normal Typ 17979 20 0
## 1296 Reg Normal Typ 1477 160 21
## 1297 Reg Normal Typ 1890 180 21
## 1298 Reg Normal Typ 21750 20 100
## 1299 Reg Normal Typ 6490 20 59
## 1300 IR1 Normal Typ 6951 20 37
## 1301 Reg Normal Typ 6600 20 60
## 1302 Reg Normal Typ 6600 20 60
## 1303 Reg Normal Typ 6600 20 60
## 1304 Reg Normal Typ 12395 20 74
## 1305 Reg Normal Typ 10667 20 85
## 1306 Reg Normal Typ 10628 20 85
## 1307 IR1 Normal Typ 13651 20 95
## 1308 IR1 Normal Typ 15865 20 95
## 1309 IR1 Family Typ 12394 60 0
## 1310 IR1 Normal Typ 10364 60 0
## 1311 IR2 Normal Typ 13869 60 0
## 1312 IR1 Normal Typ 8773 60 57
## 1313 IR1 Normal Typ 8872 80 56
## 1314 Reg Normal Typ 5330 120 41
## 1315 IR1 Normal Typ 10147 80 0
## 1316 Reg Normal Typ 7875 60 63
## 1317 Reg Normal Typ 7875 20 63
## 1318 Reg Normal Typ 7500 60 60
## 1319 IR1 Normal Typ 9556 20 0
## 1320 IR1 Normal Typ 10784 80 0
## 1321 IR1 Normal Typ 9125 80 0
## 1322 IR1 Normal Typ 7655 60 0
## 1323 Reg Normal Typ 3696 120 0
## 1324 IR1 Normal Typ 4740 120 38
## 1325 IR1 Normal Typ 5118 120 35
## 1326 IR1 Normal Typ 14157 20 86
## 1327 IR1 Normal Typ 12328 60 98
## 1328 IR1 Normal Typ 8035 120 61
## 1329 IR1 Normal Typ 14082 20 85
## 1330 IR1 Normal Typ 12546 20 0
## 1331 Reg Normal Typ 12090 60 78
## 1332 Reg Normal Typ 12299 20 93
## 1333 IR1 Normal Typ 11339 60 61
## 1334 Reg Normal Typ 11952 60 92
## 1335 IR1 Normal Typ 12046 60 0
## 1336 IR1 Normal Typ 10395 80 0
## 1337 Reg Normal Typ 11850 20 79
## 1338 Reg Normal Typ 11584 60 80
## 1339 Reg Normal Typ 10400 20 80
## 1340 IR1 Normal Typ 13001 20 128
## 1341 IR1 Normal Typ 12243 20 70
## 1342 Reg Normal Typ 11700 60 90
## 1343 Reg Normal Typ 12384 60 0
## 1344 IR1 Normal Typ 8991 80 64
## 1345 Reg Normal Typ 8000 60 80
## 1346 Reg Normal Typ 10500 80 70
## 1347 IR1 Normal Typ 10530 20 0
## 1348 IR1 Normal Typ 7472 60 0
## 1349 Reg Normal Typ 7920 20 66
## 1350 IR1 Normal Typ 9758 20 61
## 1351 Reg Normal Typ 8294 20 70
## 1352 IR1 Normal Typ 7340 20 0
## 1353 Reg Normal Typ 17199 20 0
## 1354 Reg Normal Typ 9000 20 60
## 1355 Reg Normal Typ 4058 120 34
## 1356 IR1 Normal Typ 4113 120 33
## 1357 IR2 Normal Typ 10943 120 26
## 1358 Reg Normal Typ 2205 160 21
## 1359 Reg Normal Typ 1890 160 21
## 1360 Reg Normal Typ 2058 160 21
## 1361 Reg Normal Typ 2016 160 24
## 1362 IR1 Normal Typ 4928 120 0
## 1363 Reg Normal Typ 2308 160 24
## 1364 Reg Normal Typ 2304 120 24
## 1365 Reg Normal Typ 7150 20 65
## 1366 Reg Normal Typ 15431 20 105
## 1367 Reg Normal Typ 13693 60 105
## 1368 IR1 Normal Typ 11428 20 98
## 1369 IR1 Normal Typ 13654 60 118
## 1370 Reg Normal Typ 9591 60 76
## 1371 IR1 Normal Typ 13615 20 94
## 1372 IR1 Normal Typ 13069 60 99
## 1373 IR1 Normal Typ 12099 60 99
## 1374 Reg Normal Typ 14277 60 110
## 1375 Reg Normal Typ 11999 60 93
## 1376 IR1 Normal Typ 9926 20 70
## 1377 IR1 Normal Typ 9254 20 71
## 1378 IR1 Normal Typ 7577 120 61
## 1379 Reg Normal Typ 3903 120 34
## 1380 IR1 Normal Typ 6289 120 41
## 1381 Reg Normal Typ 4590 120 34
## 1382 Reg Normal Typ 4590 120 34
## 1383 IR1 Normal Typ 6442 120 44
## 1384 IR1 Normal Typ 7841 120 48
## 1385 Reg Normal Typ 7313 120 60
## 1386 Reg Normal Typ 3242 120 48
## 1387 Reg Normal Typ 10237 60 65
## 1388 IR1 Normal Typ 12216 20 88
## 1389 Reg Normal Typ 3621 120 0
## 1390 IR3 Family Typ 14572 20 182
## 1391 IR2 Normal Typ 16219 80 65
## 1392 IR1 Family Typ 11084 80 87
## 1393 IR1 Normal Typ 11796 60 59
## 1394 IR1 Normal Typ 8244 60 62
## 1395 IR1 Normal Typ 11950 80 0
## 1396 Reg Normal Typ 7875 60 63
## 1397 IR1 Normal Typ 8740 60 0
## 1398 Reg Normal Typ 7917 60 62
## 1399 IR1 Normal Typ 9967 80 76
## 1400 Reg Normal Typ 7750 60 0
## 1401 IR1 Normal Typ 9487 60 58
## 1402 IR1 Normal Typ 9649 60 59
## 1403 IR1 Normal Typ 12191 60 100
## 1404 Reg Normal Typ 11000 60 0
## 1405 Reg Normal Typ 11400 20 0
## 1406 IR1 Normal Typ 10557 60 89
## 1407 IR1 Normal Typ 11002 60 74
## 1408 Reg Normal Typ 10790 60 83
## 1409 IR1 Normal Typ 9920 60 92
## 1410 IR1 Normal Typ 11787 60 95
## 1411 IR1 Normal Typ 12257 60 65
## 1412 IR1 Normal Typ 12692 20 0
## 1413 Reg Normal Typ 11762 60 88
## 1414 IR1 Normal Typ 9044 60 82
## 1415 IR1 Normal Typ 11670 20 84
## 1416 IR1 Normal Typ 15256 20 49
## 1417 Reg Family Typ 10612 20 76
## 1418 IR1 Normal Typ 13501 20 116
## 1419 Reg Normal Typ 10000 20 85
## 1420 Reg Normal Typ 8847 20 74
## 1421 Reg Normal Typ 8251 20 70
## 1422 Reg Normal Typ 10084 20 75
## 1423 Reg Family Typ 9605 60 70
## 1424 Reg Normal Typ 8778 60 75
## 1425 Reg Normal Typ 9000 60 75
## 1426 Reg Normal Typ 11096 20 84
## 1427 IR1 Normal Typ 11824 20 100
## 1428 IR1 Normal Typ 11143 60 102
## 1429 Reg Normal Typ 7500 20 63
## 1430 Reg Normal Typ 12450 20 60
## 1431 IR1 Normal Typ 7441 20 65
## 1432 IR1 Normal Typ 8462 60 70
## 1433 IR2 Normal Typ 11613 60 0
## 1434 Reg Normal Typ 8450 20 65
## 1435 IR3 Normal Typ 16196 20 0
## 1436 Reg Normal Typ 8012 120 50
## 1437 Reg Normal Typ 8012 160 50
## 1438 IR1 Normal Typ 9180 85 0
## 1439 Reg Normal Typ 8400 90 60
## 1440 Reg Normal Typ 6285 20 64
## 1441 Reg Normal Typ 8480 20 80
## 1442 Reg Normal Typ 7420 20 70
## 1443 IR1 Normal Typ 7758 20 0
## 1444 Reg Normal Typ 6970 20 85
## 1445 Reg Normal Typ 7476 20 84
## 1446 IR1 Normal Typ 9945 20 0
## 1447 IR1 Normal Typ 6173 20 0
## 1448 IR1 Normal Typ 19522 60 0
## 1449 IR1 Normal Typ 17542 60 0
## 1450 IR1 Normal Typ 10751 20 44
## 1451 IR1 Normal Typ 9572 60 0
## 1452 Reg Normal Typ 10678 50 85
## 1453 IR1 Normal Typ 4379 120 45
## 1454 Reg Normal Typ 2280 160 24
## 1455 Reg Normal Typ 3230 160 34
## 1456 Reg Normal Typ 2117 160 0
## 1457 Reg Normal Typ 2117 160 24
## 1458 Reg Normal Typ 2117 160 0
## 1459 IR2 Normal Typ 5105 160 0
## 1460 Reg Normal Typ 2645 160 24
## 1461 IR1 Normal Typ 7399 60 66
## 1462 IR1 Normal Typ 7321 20 73
## 1463 IR1 Normal Typ 8010 60 0
## 1464 IR1 Normal Typ 8413 60 106
## 1465 IR2 Normal Typ 9466 120 50
## 1466 Reg Normal Typ 12000 20 80
## 1467 IR1 Normal Typ 16157 80 0
## 1468 IR1 Normal Typ 10768 20 90
## 1469 IR1 Normal Typ 3840 120 40
## 1470 Reg Normal Typ 9600 80 80
## 1471 Reg Normal Typ 9600 20 80
## 1472 IR1 Normal Typ 17778 20 94
## 1473 IR1 Normal Typ 18890 90 0
## 1474 Reg Normal Typ 7050 60 0
## 1475 Reg Normal Typ 11700 20 78
## 1476 Reg Normal Typ 8000 60 80
## 1477 IR1 Normal Typ 8723 85 0
## 1478 Reg Normal Typ 11700 20 130
## 1479 IR1 Normal Typ 11358 20 108
## 1480 Reg Normal Typ 9547 20 80
## 1481 Reg Normal Typ 10530 60 78
## 1482 IR1 Normal Typ 11500 90 0
## 1483 IR1 Normal Typ 10738 20 88
## 1484 Reg Normal Typ 9600 20 80
## 1485 Reg Normal Typ 10800 20 80
## 1486 Reg Normal Typ 8050 20 70
## 1487 IR1 Normal Typ 10355 20 0
## 1488 Reg Normal Typ 10289 20 79
## 1489 IR1 Normal Typ 10624 90 0
## 1490 IR1 Normal Typ 10899 90 0
## 1491 IR1 Normal Typ 12772 20 0
## 1492 IR1 Normal Typ 8892 20 80
## 1493 Reg Normal Typ 10482 80 65
## 1494 IR1 Normal Typ 7535 20 70
## 1495 IR1 Normal Typ 8339 20 0
## 1496 IR1 Normal Typ 14357 20 0
## 1497 IR1 Normal Typ 8243 20 76
## 1498 Reg Normal Typ 8680 20 70
## 1499 Reg Normal Typ 8800 20 80
## 1500 Reg Normal Typ 9200 80 80
## 1501 Reg Normal Typ 8800 60 80
## 1502 IR1 Normal Typ 11382 20 0
## 1503 Reg Normal Typ 22002 20 0
## 1504 IR1 Normal Typ 14585 20 0
## 1505 Reg Normal Typ 7388 20 75
## 1506 Reg Normal Typ 9842 90 70
## 1507 IR1 Normal Typ 8280 20 57
## 1508 Reg Normal Typ 12172 45 85
## 1509 Reg Normal Typ 5000 20 50
## 1510 Reg Normal Typ 3500 50 51
## 1511 Reg Normal Typ 5175 20 50
## 1512 Reg Normal Typ 9500 60 100
## 1513 Reg Normal Typ 9600 20 80
## 1514 Reg Normal Typ 11345 90 95
## 1515 Reg Normal Typ 9492 50 79
## OverallCond YearBuilt ExterQual ExterCond FirstFlrSF SecondFlrSF
## 1 5 1960 TA TA 1656 0
## 2 6 1961 TA TA 896 0
## 3 6 1958 TA TA 1329 0
## 4 5 1968 Gd TA 2110 0
## 5 5 1997 TA TA 928 701
## 6 6 1998 TA TA 926 678
## 7 5 2001 Gd TA 1338 0
## 8 5 1992 Gd TA 1280 0
## 9 5 1995 Gd TA 1616 0
## 10 5 1999 TA TA 1028 776
## 11 5 1993 TA TA 763 892
## 12 7 1992 TA Gd 1187 0
## 13 5 1998 TA TA 789 676
## 14 5 1990 TA TA 1341 0
## 15 5 1985 Gd TA 1502 0
## 16 7 1988 Gd TA 1080 672
## 17 5 1951 TA TA 864 0
## 18 6 1977 TA TA 1844 0
## 19 6 1974 TA TA 1173 0
## 20 5 2000 Gd TA 814 860
## 21 7 1970 TA TA 1004 0
## 22 6 1971 TA TA 1078 0
## 23 6 1968 TA TA 1056 0
## 24 5 1970 TA TA 882 0
## 25 5 1971 TA TA 864 0
## 26 5 1999 Gd TA 1337 0
## 27 5 1971 TA TA 483 504
## 28 5 1971 TA TA 525 567
## 29 5 1971 TA TA 525 567
## 30 5 1977 TA TA 1069 0
## 31 6 1975 TA TA 855 601
## 32 6 1975 TA TA 836 0
## 33 5 1978 TA TA 855 601
## 34 5 2007 Gd TA 1704 0
## 35 5 2005 Gd TA 1698 0
## 36 5 2005 Gd TA 1822 0
## 37 5 2004 Gd TA 1535 0
## 38 5 2003 Ex TA 2696 0
## 39 5 2002 Gd TA 1687 563
## 40 5 2005 Ex TA 1752 0
## 41 5 2006 Gd TA 1370 0
## 42 5 2003 Gd TA 764 862
## 43 5 2005 Gd TA 1324 0
## 44 5 2006 Gd TA 1145 0
## 45 5 2004 Gd TA 1269 0
## 46 5 2004 Gd TA 744 630
## 47 5 2002 Gd TA 860 1100
## 48 5 2004 Gd TA 847 886
## 49 5 2000 TA TA 774 656
## 50 5 2001 Gd TA 884 1151
## 51 5 1999 Gd TA 1422 1177
## 52 5 1998 Gd TA 1645 830
## 53 5 1996 Gd TA 1720 0
## 54 5 1994 Gd TA 1500 1122
## 55 7 1999 Gd TA 1164 1106
## 56 5 1998 Gd TA 1195 644
## 57 5 1995 Gd TA 2053 1185
## 58 5 2005 Gd TA 1595 0
## 59 5 2009 TA TA 764 783
## 60 5 2008 Gd TA 1566 0
## 61 5 2004 Gd TA 991 956
## 62 5 2005 Gd TA 1468 0
## 63 5 2004 Gd TA 956 1128
## 64 5 2004 Gd TA 831 828
## 65 5 1994 Gd TA 1222 888
## 66 5 1980 TA TA 923 0
## 67 5 1992 Gd TA 1055 790
## 68 5 1979 TA TA 918 0
## 69 5 1984 TA TA 752 0
## 70 7 1993 Gd TA 1014 730
## 71 5 1984 TA TA 1097 0
## 72 6 1980 TA TA 888 676
## 73 5 1920 TA Fa 1012 0
## 74 5 1978 TA TA 1318 584
## 75 8 1965 TA Gd 894 0
## 76 5 1967 TA Gd 900 0
## 77 5 1963 TA TA 1040 0
## 78 8 1962 TA Gd 1040 0
## 79 5 1992 Gd TA 1061 862
## 80 5 1993 Gd TA 1251 1098
## 81 5 1992 Gd TA 1402 823
## 82 5 2004 Gd TA 1488 0
## 83 5 2004 Gd TA 840 840
## 84 5 2004 Gd TA 600 600
## 85 5 2004 Gd TA 600 600
## 86 5 2004 Gd TA 600 600
## 87 5 2005 Gd TA 600 636
## 88 5 2000 Gd TA 769 804
## 89 5 2000 Gd TA 756 756
## 90 5 1999 Gd TA 696 720
## 91 5 2003 Gd TA 530 550
## 92 5 2000 Gd TA 975 873
## 93 5 1980 Gd TA 788 0
## 94 6 1978 Gd TA 1226 0
## 95 8 1976 Gd TA 725 754
## 96 5 2002 Gd TA 1492 0
## 97 6 1967 TA TA 1829 0
## 98 5 1993 TA TA 1280 1215
## 99 7 1977 TA TA 1610 0
## 100 5 1978 TA TA 1287 604
## 101 5 1988 TA TA 980 734
## 102 7 1972 TA TA 1381 0
## 103 6 1971 TA TA 930 715
## 104 5 1966 TA TA 1232 0
## 105 5 1963 TA TA 1328 0
## 106 5 1959 TA TA 1225 0
## 107 5 1966 TA TA 1209 0
## 108 6 1967 TA TA 1510 0
## 109 5 1964 TA TA 1131 644
## 110 7 1964 TA TA 1152 0
## 111 6 1950 TA TA 1078 0
## 112 6 1949 TA Gd 1019 537
## 113 7 1958 TA Gd 858 0
## 114 5 1954 TA TA 1063 0
## 115 6 1955 TA TA 1520 0
## 116 6 1954 TA TA 1268 0
## 117 8 1966 TA TA 1128 0
## 118 5 1960 TA TA 1105 1169
## 119 5 1958 TA TA 1604 0
## 120 5 2003 Gd TA 1480 0
## 121 5 1959 TA TA 1143 0
## 122 5 1959 TA TA 1700 0
## 123 6 1957 TA Gd 1314 0
## 124 6 1959 TA TA 1194 0
## 125 5 1960 TA TA 1264 0
## 126 5 1959 TA TA 1206 0
## 127 5 1959 TA TA 1580 0
## 128 5 1956 TA TA 832 505
## 129 7 1952 TA TA 1064 0
## 130 6 1955 TA Gd 972 0
## 131 7 1920 TA TA 985 0
## 132 7 1954 TA TA 1086 0
## 133 7 1956 TA TA 936 0
## 134 5 1980 TA TA 1056 0
## 135 7 1959 TA Gd 1287 0
## 136 7 1967 Gd Gd 1898 1080
## 137 8 1948 TA TA 816 408
## 138 7 1959 TA TA 1246 0
## 139 4 1952 TA Fa 910 475
## 140 7 1951 TA TA 900 0
## 141 6 1962 TA TA 1116 0
## 142 6 1960 TA TA 1175 0
## 143 5 1966 TA TA 1051 788
## 144 7 1920 TA TA 936 0
## 145 6 1927 TA TA 1028 0
## 146 7 1957 TA TA 1347 0
## 147 6 1915 Gd Gd 840 765
## 148 6 1945 TA Gd 747 0
## 149 7 1929 TA TA 926 0
## 150 7 1938 TA TA 827 424
## 151 7 1948 TA Gd 1027 606
## 152 6 1920 TA TA 1060 185
## 153 8 1928 TA Gd 720 0
## 154 6 1915 TA Gd 966 686
## 155 9 1890 Gd Gd 1157 1111
## 156 7 1957 TA TA 1236 0
## 157 7 1910 TA TA 741 622
## 158 6 1885 TA TA 1246 1044
## 159 6 1950 TA Gd 1030 582
## 160 7 1922 TA TA 1160 908
## 161 7 1925 TA TA 765 0
## 162 6 1940 TA Gd 848 348
## 163 7 1948 TA TA 780 636
## 164 7 1936 TA TA 548 492
## 165 5 1930 TA TA 928 608
## 166 5 1923 TA TA 1068 0
## 167 6 1921 TA TA 902 808
## 168 5 1915 TA Fa 888 1074
## 169 8 1912 Gd Gd 780 780
## 170 8 1920 TA Gd 662 662
## 171 5 1963 Fa TA 816 0
## 172 9 1900 TA Gd 1032 780
## 173 7 1940 TA Gd 1207 1196
## 174 5 1959 TA TA 1675 0
## 175 4 1915 Fa Fa 1212 180
## 176 5 1940 TA TA 600 319
## 177 7 1910 TA Gd 936 744
## 178 8 1875 TA Gd 780 240
## 179 3 1967 Fa Fa 1832 0
## 180 5 1968 TA TA 1768 0
## 181 4 1965 TA TA 1039 0
## 182 5 1967 TA TA 912 0
## 183 8 1968 TA Gd 1060 0
## 184 7 1966 TA TA 892 0
## 185 7 1969 TA TA 663 689
## 186 5 1968 TA TA 864 0
## 187 5 1978 TA TA 1373 0
## 188 5 1968 TA Gd 720 720
## 189 5 1996 Gd TA 1306 954
## 190 7 1977 Gd Gd 1483 0
## 191 4 1927 TA TA 756 0
## 192 6 1979 Gd TA 1332 192
## 193 5 1978 TA TA 1117 864
## 194 4 1938 TA TA 1052 558
## 195 7 1950 TA TA 1074 0
## 196 6 1956 TA TA 1144 0
## 197 6 1947 TA TA 1169 0
## 198 7 1954 TA TA 1172 0
## 199 5 2009 TA TA 1212 0
## 200 3 1964 TA Fa 1298 0
## 201 5 1985 Gd TA 977 755
## 202 5 1987 Gd TA 1433 0
## 203 7 1993 Gd Gd 964 838
## 204 5 1993 Gd TA 1062 887
## 205 6 1992 TA TA 996 0
## 206 5 2008 Gd TA 1694 0
## 207 5 2006 Gd TA 1208 0
## 208 5 2009 TA TA 1226 0
## 209 5 2010 Gd TA 1222 0
## 210 5 1990 TA TA 1699 1523
## 211 8 1900 TA TA 831 614
## 212 7 1971 TA TA 1052 0
## 213 5 1996 TA Gd 965 0
## 214 5 1997 TA TA 892 800
## 215 5 1998 TA TA 804 878
## 216 8 1977 Gd Gd 1026 0
## 217 7 1977 TA TA 689 703
## 218 6 1976 TA TA 894 0
## 219 6 1972 TA TA 876 0
## 220 5 2003 Gd TA 1978 0
## 221 5 2001 Gd TA 1601 0
## 222 6 2003 Gd TA 941 888
## 223 5 1997 Gd TA 1044 1054
## 224 5 1998 TA TA 1661 0
## 225 5 2003 Gd TA 848 0
## 226 5 2004 Gd TA 848 0
## 227 5 2003 Gd TA 1668 0
## 228 5 2004 Gd TA 1484 0
## 229 5 2004 Gd TA 1414 0
## 230 5 1965 TA TA 1664 0
## 231 6 1968 TA TA 1196 0
## 232 6 1975 TA TA 1096 0
## 233 5 1958 TA TA 960 0
## 234 5 2003 TA TA 1121 0
## 235 4 1945 TA TA 798 689
## 236 4 1941 TA Fa 672 252
## 237 6 1924 TA TA 1296 0
## 238 4 1915 TA TA 841 806
## 239 3 1914 TA Fa 864 0
## 240 6 1924 TA TA 1026 665
## 241 6 1939 TA TA 856 0
## 242 2 1931 TA TA 894 772
## 243 6 1941 Gd Gd 1225 908
## 244 6 1950 TA Gd 1102 1075
## 245 9 1941 Ex Gd 1188 1152
## 246 8 1959 Gd Gd 1902 0
## 247 6 1994 TA TA 896 756
## 248 6 1989 Gd TA 1034 0
## 249 5 1989 Gd TA 1191 0
## 250 8 1959 TA TA 1801 0
## 251 8 1922 TA Gd 796 358
## 252 5 1921 TA TA 727 380
## 253 5 2004 Gd TA 1646 0
## 254 5 1998 Gd TA 1036 880
## 255 7 1977 TA TA 1285 0
## 256 5 2003 Gd TA 1560 0
## 257 5 1976 TA TA 1034 0
## 258 5 1976 TA TA 2048 0
## 259 5 2008 Gd TA 1346 0
## 260 5 2006 TA TA 744 700
## 261 5 2002 Gd TA 824 1070
## 262 5 2002 Gd TA 993 915
## 263 5 2008 Ex TA 2018 0
## 264 5 1965 TA TA 1264 0
## 265 5 2004 TA TA 1430 0
## 266 5 1971 TA TA 912 912
## 267 5 1999 TA TA 1344 0
## 268 5 1973 TA TA 546 546
## 269 6 1973 TA TA 945 0
## 270 3 1976 TA TA 536 576
## 271 7 1970 TA TA 546 546
## 272 6 1972 TA TA 630 0
## 273 4 1970 TA TA 546 546
## 274 6 1972 TA TA 546 546
## 275 7 1971 TA Gd 874 0
## 276 7 1962 TA TA 1188 0
## 277 7 1984 TA TA 833 0
## 278 2 1985 TA Po 1216 1216
## 279 5 1991 TA TA 624 650
## 280 5 1969 TA TA 864 615
## 281 5 1994 Gd Gd 1803 0
## 282 5 1993 Gd Gd 1152 645
## 283 5 1956 TA TA 882 0
## 284 5 1974 TA TA 1434 0
## 285 7 1972 Gd TA 2000 704
## 286 5 1997 TA TA 945 663
## 287 5 2003 Gd TA 1008 1275
## 288 5 1996 TA TA 958 670
## 289 5 2006 Ex TA 1746 0
## 290 5 1995 TA TA 804 670
## 291 5 2004 Gd TA 2522 0
## 292 5 2000 Gd TA 1659 0
## 293 5 1998 TA TA 1478 0
## 294 5 1995 Gd TA 1734 0
## 295 5 1998 Gd TA 751 631
## 296 5 1998 TA TA 885 833
## 297 5 1998 Gd TA 952 684
## 298 7 1993 Gd TA 799 772
## 299 8 1993 Ex Gd 680 790
## 300 5 1994 TA TA 707 809
## 301 5 1993 TA TA 1190 0
## 302 5 1992 TA TA 808 785
## 303 5 1994 TA TA 702 779
## 304 6 1992 TA TA 1167 0
## 305 5 1999 Gd TA 1005 978
## 306 5 1990 TA TA 1442 0
## 307 5 2005 Gd TA 1530 0
## 308 6 1977 TA TA 946 988
## 309 7 1980 Gd TA 1153 1200
## 310 5 1979 TA Gd 1586 0
## 311 5 1977 TA Gd 1411 0
## 312 7 1977 Gd TA 1602 0
## 313 6 1978 TA TA 1671 0
## 314 7 1980 TA TA 1539 1134
## 315 5 1980 TA TA 1472 0
## 316 5 1978 TA TA 1707 0
## 317 5 1981 Gd TA 2524 0
## 318 5 1976 TA TA 1370 0
## 319 7 1976 TA Gd 1088 780
## 320 5 2003 Gd TA 1016 868
## 321 5 2000 Gd TA 1058 816
## 322 5 2002 Gd TA 972 839
## 323 7 1975 TA TA 1621 0
## 324 6 1974 TA TA 1116 0
## 325 5 1975 TA TA 1193 0
## 326 5 1974 TA TA 1350 0
## 327 5 1974 TA TA 896 896
## 328 6 1970 TA TA 1002 0
## 329 8 1969 TA TA 1026 0
## 330 5 1970 TA TA 1180 0
## 331 7 1971 TA TA 1050 0
## 332 6 1970 TA TA 864 0
## 333 7 1970 TA Gd 864 0
## 334 7 1971 TA Gd 864 0
## 335 5 1973 TA TA 483 504
## 336 6 1972 TA TA 483 504
## 337 8 1972 TA TA 483 504
## 338 7 1972 TA TA 630 672
## 339 6 1976 TA TA 958 0
## 340 5 1976 TA TA 804 744
## 341 6 1976 TA TA 855 601
## 342 5 1975 TA TA 1055 0
## 343 5 1974 TA TA 855 467
## 344 5 1977 TA TA 855 601
## 345 5 1978 TA TA 804 744
## 346 6 1978 TA TA 855 586
## 347 5 1978 Gd TA 855 601
## 348 6 1976 TA TA 836 0
## 349 5 1967 TA TA 892 0
## 350 7 1966 Gd TA 1120 0
## 351 5 2006 Ex TA 1718 0
## 352 5 2007 Ex TA 1794 978
## 353 5 2008 Ex TA 2402 0
## 354 5 2006 Gd TA 1652 0
## 355 5 2007 Gd TA 1600 0
## 356 5 2008 Ex TA 1130 1054
## 357 5 2008 Ex TA 2020 0
## 358 5 2008 Ex TA 1728 568
## 359 5 2007 Ex TA 2674 0
## 360 5 2008 Ex TA 1736 0
## 361 5 2004 Gd TA 1782 0
## 362 5 2007 Gd TA 1508 1012
## 363 5 2006 Gd TA 1717 0
## 364 5 2008 Ex TA 1743 0
## 365 5 2004 Gd TA 1713 0
## 366 5 2006 Gd TA 1531 0
## 367 5 2008 Ex TA 1808 0
## 368 5 2004 Gd TA 1462 762
## 369 5 2004 Gd TA 1836 0
## 370 5 2003 Gd TA 1629 0
## 371 5 2003 Gd TA 1760 0
## 372 5 2003 Ex TA 2392 0
## 373 5 2003 Gd TA 2452 0
## 374 5 2003 Gd TA 1105 1295
## 375 5 2006 Gd TA 1606 0
## 376 5 2005 Gd TA 1358 0
## 377 5 2005 Gd TA 1306 0
## 378 5 2005 Gd TA 1306 0
## 379 5 2007 Gd TA 1358 0
## 380 5 2007 Gd TA 1314 0
## 381 5 2003 Gd TA 2200 0
## 382 5 2008 Ex TA 1456 0
## 383 5 2002 Gd TA 1712 0
## 384 5 2006 Gd TA 1324 0
## 385 5 2003 Gd TA 1405 0
## 386 5 2003 Gd TA 764 862
## 387 5 2005 Gd TA 728 728
## 388 5 2005 Gd TA 745 745
## 389 5 2005 Gd TA 742 742
## 390 5 2005 Gd TA 684 876
## 391 5 2007 Gd TA 1555 0
## 392 5 2007 Gd TA 1569 0
## 393 5 2005 Gd TA 1555 0
## 394 5 2005 Gd TA 1504 0
## 395 5 2005 Gd TA 1220 0
## 396 5 2005 Gd TA 1145 0
## 397 5 2004 Gd TA 716 716
## 398 5 2002 Gd TA 1010 1257
## 399 5 2004 Gd TA 744 630
## 400 5 2004 Gd TA 868 762
## 401 5 2002 Gd TA 779 640
## 402 5 2004 Gd TA 846 748
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## 1068 5 1917 TA TA 1134 924
## 1069 9 1905 Gd TA 884 656
## 1070 9 1928 TA Ex 689 689
## 1071 7 1905 TA TA 1221 691
## 1072 6 1914 TA TA 742 742
## 1073 5 1872 TA Gd 938 1215
## 1074 7 1926 TA TA 572 539
## 1075 9 1893 Ex Ex 1521 1254
## 1076 7 1890 TA TA 1313 1182
## 1077 6 1959 TA TA 984 0
## 1078 5 1954 TA TA 1050 745
## 1079 5 1956 TA TA 882 0
## 1080 6 1958 TA TA 1093 0
## 1081 7 1928 Gd Gd 1143 0
## 1082 6 1930 TA TA 779 0
## 1083 5 1935 TA TA 1144 594
## 1084 6 1924 TA TA 784 0
## 1085 7 1941 TA Gd 832 378
## 1086 9 1900 TA Gd 736 554
## 1087 7 1940 TA TA 1014 658
## 1088 7 1924 TA Fa 949 0
## 1089 7 1929 TA TA 950 208
## 1090 7 1937 TA Gd 825 672
## 1091 5 1939 TA TA 874 468
## 1092 7 1926 TA TA 1013 0
## 1093 7 1920 TA Gd 565 651
## 1094 7 1929 TA TA 624 512
## 1095 7 1930 TA TA 1128 445
## 1096 5 1923 TA TA 1226 676
## 1097 8 1920 TA TA 751 611
## 1098 6 1927 TA TA 520 0
## 1099 7 1923 TA TA 1053 795
## 1100 6 1925 TA Gd 1133 687
## 1101 4 1915 TA Gd 1170 546
## 1102 5 1940 TA TA 988 517
## 1103 7 1918 TA Gd 838 0
## 1104 8 1910 TA TA 1242 742
## 1105 7 1925 TA Gd 833 833
## 1106 8 1910 Gd TA 825 784
## 1107 6 1930 Gd Gd 768 0
## 1108 6 1915 TA Fa 880 428
## 1109 7 1925 TA TA 1040 0
## 1110 6 1925 TA TA 788 448
## 1111 7 1920 TA Fa 1035 371
## 1112 7 1955 TA Gd 825 0
## 1113 8 1912 TA TA 759 0
## 1114 3 1915 Fa Fa 808 536
## 1115 7 1906 TA TA 756 713
## 1116 5 1968 TA TA 1211 0
## 1117 5 1948 TA TA 720 551
## 1118 7 1940 TA Gd 808 547
## 1119 5 1965 TA TA 1040 0
## 1120 5 1978 TA TA 1096 0
## 1121 7 1967 TA Fa 992 0
## 1122 7 1967 TA TA 894 0
## 1123 8 1978 TA TA 1034 0
## 1124 5 1967 TA TA 1073 0
## 1125 5 1984 TA TA 1126 0
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## 1128 8 1963 TA Gd 960 0
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## 1130 5 1954 TA TA 1383 0
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## 1132 8 1940 TA TA 672 0
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## 1135 5 1977 TA TA 1156 866
## 1136 6 1979 TA TA 1524 0
## 1137 7 1959 TA TA 1357 0
## 1138 5 1948 TA TA 617 462
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## 1141 7 1940 TA TA 1518 0
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## 1143 7 1935 TA TA 1236 872
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## 1145 5 1975 TA TA 864 0
## 1146 8 1962 Gd TA 621 648
## 1147 8 1900 TA TA 961 406
## 1148 7 1910 TA TA 820 527
## 1149 5 1950 TA TA 1164 0
## 1150 5 1924 TA TA 572 524
## 1151 6 1941 TA TA 616 495
## 1152 5 1990 TA TA 1532 797
## 1153 5 1995 Gd TA 1093 1721
## 1154 5 1994 Gd TA 1626 0
## 1155 5 1993 Gd TA 1101 1099
## 1156 5 1996 Gd TA 1302 735
## 1157 5 2007 Gd TA 1615 0
## 1158 5 1993 Gd TA 1080 1017
## 1159 5 1995 Gd TA 1511 0
## 1160 6 1966 TA TA 1643 0
## 1161 5 1997 TA TA 616 1072
## 1162 7 1994 TA TA 990 0
## 1163 6 1995 TA TA 1099 0
## 1164 5 1994 TA TA 990 0
## 1165 5 1997 TA TA 1418 0
## 1166 5 1997 TA TA 872 899
## 1167 5 2000 Gd TA 782 870
## 1168 5 1998 TA TA 880 844
## 1169 5 1999 Gd TA 1479 0
## 1170 5 2002 Gd TA 1494 0
## 1171 5 2001 Gd TA 963 829
## 1172 5 2000 Gd TA 928 895
## 1173 5 2001 Gd TA 920 866
## 1174 6 1975 TA TA 938 0
## 1175 8 1977 Gd TA 985 0
## 1176 6 1978 TA TA 1174 0
## 1177 6 1978 TA TA 1026 0
## 1178 6 1975 TA TA 924 0
## 1179 7 1972 TA TA 864 0
## 1180 7 1972 TA TA 780 0
## 1181 5 2002 Gd TA 1795 0
## 1182 5 2002 Gd TA 1128 903
## 1183 5 2000 Gd TA 992 873
## 1184 5 2001 Gd TA 1290 871
## 1185 5 1999 Gd TA 1004 848
## 1186 5 1998 Gd TA 1153 878
## 1187 5 2001 Gd TA 1055 1208
## 1188 5 2001 Gd TA 1366 581
## 1189 5 2002 Gd TA 1786 0
## 1190 5 2002 Gd TA 1149 1141
## 1191 5 2003 Gd TA 884 884
## 1192 5 2003 Gd TA 1129 1198
## 1193 5 2003 Gd TA 798 842
## 1194 5 1999 Gd TA 886 878
## 1195 5 1994 Gd Gd 933 975
## 1196 5 2003 Gd TA 848 0
## 1197 5 2004 Gd TA 848 0
## 1198 5 1997 TA TA 1493 0
## 1199 5 2002 Gd TA 1536 0
## 1200 5 2003 Gd TA 856 854
## 1201 5 2004 Gd TA 1445 0
## 1202 5 2004 Gd TA 1436 0
## 1203 5 2004 Gd TA 770 812
## 1204 5 2007 Gd TA 1234 0
## 1205 6 2007 Gd TA 1564 0
## 1206 5 2007 Gd TA 1361 0
## 1207 5 2005 Gd TA 728 728
## 1208 5 2004 Gd TA 848 0
## 1209 5 2004 Gd TA 848 0
## 1210 5 2004 Gd TA 848 0
## 1211 5 2004 Gd TA 848 0
## 1212 7 1910 TA TA 796 0
## 1213 7 1900 TA TA 1272 928
## 1214 6 1965 Gd TA 1256 0
## 1215 5 1976 TA TA 1033 0
## 1216 6 1976 TA TA 1127 0
## 1217 6 1940 TA TA 996 0
## 1218 5 1972 TA TA 1181 0
## 1219 5 2003 Gd TA 760 896
## 1220 6 1977 TA TA 1117 0
## 1221 7 1976 TA TA 684 714
## 1222 5 2005 TA TA 1132 0
## 1223 7 1959 TA TA 3820 0
## 1224 5 2005 TA TA 1072 0
## 1225 5 1955 TA TA 1152 0
## 1226 5 1955 TA Fa 1152 0
## 1227 4 1955 TA TA 1440 0
## 1228 5 1955 TA TA 1152 0
## 1229 5 1955 TA TA 784 0
## 1230 7 1938 TA TA 585 468
## 1231 5 1953 TA TA 930 0
## 1232 6 1946 TA TA 768 432
## 1233 6 1954 TA TA 997 473
## 1234 7 1955 TA Gd 872 521
## 1235 7 1923 TA TA 949 343
## 1236 6 1925 TA TA 864 0
## 1237 3 1914 TA TA 864 0
## 1238 6 1912 TA Fa 936 780
## 1239 8 1925 TA TA 810 672
## 1240 8 1939 TA TA 1052 720
## 1241 5 1925 TA TA 1390 304
## 1242 8 1921 TA TA 1424 0
## 1243 6 1921 TA TA 990 1611
## 1244 6 1926 TA TA 672 644
## 1245 7 1915 TA TA 840 840
## 1246 6 1914 TA TA 676 588
## 1247 5 1930 TA TA 790 0
## 1248 9 1925 Gd Gd 798 714
## 1249 3 1923 TA TA 819 784
## 1250 6 1931 TA Fa 851 651
## 1251 7 1934 TA TA 849 811
## 1252 4 1938 TA TA 932 442
## 1253 5 1951 TA Fa 1091 0
## 1254 9 1935 TA Gd 1968 1479
## 1255 9 1939 Gd Gd 1137 817
## 1256 9 1950 TA Gd 1218 943
## 1257 5 1956 TA TA 1898 0
## 1258 7 1954 Gd TA 1640 0
## 1259 6 1980 TA TA 516 516
## 1260 6 1980 TA Gd 716 840
## 1261 8 1926 TA Gd 919 0
## 1262 8 1940 TA TA 760 330
## 1263 4 1922 TA TA 796 0
## 1264 8 1930 Gd Gd 816 0
## 1265 6 1940 TA TA 778 0
## 1266 7 1930 TA TA 780 420
## 1267 7 1930 TA TA 912 0
## 1268 5 1958 TA TA 1151 804
## 1269 5 2004 Gd TA 1646 0
## 1270 5 2004 Gd TA 1646 0
## 1271 5 1996 Gd TA 2032 0
## 1272 5 2002 Gd TA 1689 0
## 1273 5 1996 TA TA 910 910
## 1274 6 1977 TA TA 1118 0
## 1275 6 1977 TA TA 1279 0
## 1276 5 1991 TA TA 1689 0
## 1277 6 1986 Gd TA 1501 0
## 1278 5 2006 Gd TA 1537 0
## 1279 5 2006 TA TA 712 730
## 1280 5 2006 TA TA 754 640
## 1281 5 1989 TA TA 1495 0
## 1282 5 1986 Gd Gd 1256 0
## 1283 5 2003 Gd TA 1440 0
## 1284 5 1999 Gd TA 1675 0
## 1285 5 2003 Gd TA 1482 780
## 1286 5 2007 Gd TA 1728 0
## 1287 5 2005 Gd TA 1964 0
## 1288 5 1997 TA TA 1189 0
## 1289 5 1964 TA TA 1200 0
## 1290 6 1975 TA TA 1040 0
## 1291 6 1976 TA TA 616 688
## 1292 7 1976 TA TA 925 550
## 1293 7 1973 TA Gd 526 462
## 1294 6 1973 TA TA 526 462
## 1295 6 1968 TA Gd 1160 0
## 1296 9 1970 TA Gd 546 546
## 1297 7 1972 TA Gd 630 0
## 1298 5 1954 TA TA 988 0
## 1299 7 1983 TA Gd 816 0
## 1300 5 1984 TA TA 923 0
## 1301 9 1982 Gd Gd 816 0
## 1302 8 1982 TA Gd 816 0
## 1303 6 1982 TA TA 845 0
## 1304 6 1984 TA TA 889 0
## 1305 6 1971 TA TA 1587 0
## 1306 5 1970 TA Gd 1277 0
## 1307 6 1973 TA Gd 2223 0
## 1308 6 1970 Gd Gd 2217 0
## 1309 5 2003 Gd TA 847 886
## 1310 5 1995 TA TA 806 766
## 1311 6 1997 TA TA 794 676
## 1312 5 1997 TA TA 916 684
## 1313 5 1997 TA TA 754 630
## 1314 5 2000 Gd TA 1652 0
## 1315 5 1994 TA TA 924 770
## 1316 5 1996 Gd TA 691 862
## 1317 5 1995 TA TA 1253 0
## 1318 5 1999 TA TA 957 1342
## 1319 5 1992 TA TA 1187 0
## 1320 5 1991 Gd TA 802 670
## 1321 5 1992 TA TA 812 670
## 1322 5 1993 TA TA 910 732
## 1323 5 1986 Gd TA 1088 0
## 1324 5 1988 Gd TA 1179 0
## 1325 5 1990 Gd TA 1321 0
## 1326 5 2005 Gd TA 1922 0
## 1327 5 2005 Gd TA 1164 1377
## 1328 5 2006 Gd TA 1612 0
## 1329 5 2006 Gd TA 2234 0
## 1330 7 1981 Gd Gd 1440 0
## 1331 7 1981 Gd TA 725 754
## 1332 6 1978 TA TA 1664 0
## 1333 5 1979 TA TA 1085 845
## 1334 6 1977 TA TA 1161 808
## 1335 6 1976 TA TA 1118 912
## 1336 6 1978 TA TA 1032 0
## 1337 6 1984 TA TA 1177 0
## 1338 6 1979 TA TA 1040 685
## 1339 5 1979 TA TA 1353 0
## 1340 5 1971 TA TA 1220 0
## 1341 6 1971 TA TA 1484 0
## 1342 6 1968 Gd TA 1041 702
## 1343 7 1976 TA TA 1142 793
## 1344 6 1976 TA TA 1324 0
## 1345 6 1974 TA TA 1084 793
## 1346 7 1971 TA TA 576 533
## 1347 5 1971 TA TA 981 0
## 1348 9 1972 TA TA 725 754
## 1349 5 1970 TA TA 914 0
## 1350 5 1971 TA TA 950 0
## 1351 5 1971 TA TA 872 0
## 1352 6 1971 TA TA 858 0
## 1353 7 1961 TA Gd 914 0
## 1354 6 1971 TA TA 864 0
## 1355 5 1998 TA TA 767 0
## 1356 5 2001 Gd TA 1337 0
## 1357 5 1997 Gd TA 1337 0
## 1358 6 1973 TA TA 525 567
## 1359 5 1973 TA TA 672 546
## 1360 5 1973 TA TA 672 546
## 1361 5 1970 TA TA 630 672
## 1362 5 1976 TA TA 958 0
## 1363 6 1976 TA TA 804 744
## 1364 7 1978 TA TA 1055 0
## 1365 6 1966 TA TA 988 0
## 1366 5 2005 Ex TA 2046 0
## 1367 5 2006 Ex TA 2069 574
## 1368 5 2006 Gd TA 1634 0
## 1369 5 2005 Gd TA 1722 1036
## 1370 5 2004 Gd TA 1143 1330
## 1371 5 2006 Ex TA 1802 0
## 1372 5 2004 Gd TA 1718 1238
## 1373 5 2004 Gd TA 1136 1332
## 1374 5 2003 Gd TA 1217 1168
## 1375 5 2003 Gd TA 1234 1140
## 1376 5 2005 Gd TA 1614 0
## 1377 5 2005 Gd TA 1721 0
## 1378 5 2005 Gd TA 1362 0
## 1379 5 2005 Gd TA 1302 0
## 1380 5 2005 Gd TA 1362 0
## 1381 5 2006 Gd TA 1554 0
## 1382 5 2006 Gd TA 1554 0
## 1383 5 2006 Gd TA 1370 0
## 1384 5 2005 Ex TA 1577 0
## 1385 5 2005 Ex TA 1561 0
## 1386 5 2003 Gd TA 1405 0
## 1387 5 2005 Gd TA 768 768
## 1388 5 2005 TA TA 1326 0
## 1389 5 2003 Gd TA 1589 0
## 1390 5 2004 Gd TA 1530 0
## 1391 5 2004 Gd TA 1119 0
## 1392 5 2004 Gd TA 744 630
## 1393 5 2004 Gd TA 847 1112
## 1394 5 2004 Gd TA 840 880
## 1395 5 2003 Gd TA 754 640
## 1396 5 2003 Gd TA 847 1101
## 1397 5 2002 Gd TA 864 1131
## 1398 5 1999 TA TA 953 694
## 1399 5 2000 TA TA 774 656
## 1400 5 2003 Gd TA 660 660
## 1401 5 2000 TA TA 940 750
## 1402 5 1999 TA TA 961 683
## 1403 5 1997 Gd TA 1779 772
## 1404 5 2000 Gd TA 997 1288
## 1405 5 2001 Ex TA 2633 0
## 1406 5 1998 Gd TA 1671 1407
## 1407 5 1998 Gd TA 1411 1171
## 1408 5 1998 Gd TA 1108 1277
## 1409 5 1996 Gd TA 1127 886
## 1410 5 1996 Gd TA 1383 1015
## 1411 5 1995 Gd TA 1328 1203
## 1412 5 1992 Gd TA 3228 0
## 1413 5 1992 Gd TA 1105 1097
## 1414 5 1996 Gd Gd 1335 1203
## 1415 5 2006 Ex TA 1905 0
## 1416 5 2007 Gd TA 1464 0
## 1417 5 2006 Gd TA 1534 0
## 1418 5 2006 Gd TA 1636 0
## 1419 5 2006 Gd TA 1588 0
## 1420 5 2005 Gd TA 1538 0
## 1421 5 2005 Gd TA 1506 0
## 1422 5 2004 Gd TA 1694 0
## 1423 5 2006 Gd TA 982 995
## 1424 5 2006 Gd TA 1302 528
## 1425 5 2006 Gd TA 1088 871
## 1426 5 2006 Gd TA 1656 0
## 1427 5 2006 Gd TA 1685 0
## 1428 5 2004 Gd TA 1580 886
## 1429 5 2006 Gd TA 1143 0
## 1430 5 2003 Gd TA 1094 0
## 1431 5 2006 Gd TA 1486 0
## 1432 5 1994 Gd Gd 936 785
## 1433 5 1993 Gd TA 920 900
## 1434 5 2000 TA TA 1349 0
## 1435 5 1998 Gd TA 1494 0
## 1436 5 1992 Gd TA 1575 0
## 1437 5 1980 TA TA 630 636
## 1438 7 1983 TA TA 884 0
## 1439 5 1977 TA TA 2020 0
## 1440 5 1977 TA TA 894 0
## 1441 6 1963 TA TA 970 0
## 1442 5 1962 TA TA 1057 0
## 1443 7 1962 TA Gd 999 0
## 1444 5 1961 TA TA 1120 0
## 1445 7 1968 TA TA 1040 0
## 1446 5 1961 TA TA 988 0
## 1447 6 1967 TA TA 902 0
## 1448 5 1990 Gd TA 1271 1232
## 1449 7 1974 Gd TA 1516 651
## 1450 5 1974 TA TA 1037 0
## 1451 5 1990 Gd TA 1453 1357
## 1452 5 1992 Gd TA 2129 743
## 1453 5 2004 Gd TA 1378 0
## 1454 5 1999 TA TA 757 744
## 1455 5 1999 TA TA 729 729
## 1456 5 2000 Gd TA 756 756
## 1457 5 2000 Gd TA 769 804
## 1458 5 2000 Gd TA 769 756
## 1459 5 2004 Gd TA 551 551
## 1460 5 1999 Gd TA 764 677
## 1461 5 1997 Gd TA 975 975
## 1462 5 1999 Gd TA 1358 0
## 1463 5 2003 Gd TA 1072 976
## 1464 5 1998 Gd Gd 1220 1142
## 1465 5 1994 Gd TA 1494 0
## 1466 6 1980 Gd TA 2362 0
## 1467 7 1978 TA TA 1432 0
## 1468 8 1976 Gd Gd 1437 0
## 1469 6 1978 Gd TA 1295 0
## 1470 7 1976 Gd Gd 1094 761
## 1471 8 1976 TA TA 1262 0
## 1472 5 1981 Gd TA 2497 0
## 1473 5 1977 TA TA 1361 1259
## 1474 5 2001 Gd TA 1057 872
## 1475 6 1968 TA TA 1152 0
## 1476 6 1970 TA TA 1403 1008
## 1477 6 1969 TA TA 1082 0
## 1478 5 1968 TA TA 1295 0
## 1479 7 1972 TA TA 1610 0
## 1480 6 1993 TA TA 1594 0
## 1481 6 1993 Gd TA 1091 984
## 1482 6 1976 TA TA 1680 0
## 1483 7 1966 TA TA 1093 0
## 1484 6 1973 TA TA 1242 0
## 1485 5 1963 TA TA 1052 0
## 1486 6 1967 TA TA 1107 0
## 1487 5 1967 TA TA 1214 0
## 1488 7 1965 TA TA 1073 0
## 1489 4 1964 TA TA 1728 0
## 1490 5 1964 TA TA 1224 0
## 1491 8 1960 TA Gd 958 0
## 1492 5 1960 TA TA 1065 0
## 1493 8 1958 TA Gd 1138 0
## 1494 7 1958 TA TA 912 0
## 1495 7 1959 TA TA 882 0
## 1496 5 1961 TA TA 1187 0
## 1497 7 1961 TA Gd 964 0
## 1498 7 1960 TA TA 894 0
## 1499 6 1966 TA TA 1200 0
## 1500 5 1965 TA TA 1042 0
## 1501 7 1964 TA Gd 845 1309
## 1502 5 1964 TA TA 1374 0
## 1503 7 1959 TA Gd 1652 0
## 1504 6 1960 TA TA 1429 0
## 1505 6 1959 TA TA 1327 0
## 1506 5 1962 TA TA 1224 0
## 1507 5 1950 TA TA 932 0
## 1508 7 1940 TA TA 908 0
## 1509 3 1946 Fa Fa 666 0
## 1510 5 1945 TA TA 442 228
## 1511 8 1958 TA TA 808 0
## 1512 6 1964 TA TA 1127 850
## 1513 6 1955 TA Gd 1150 0
## 1514 5 1948 TA TA 928 992
## 1515 5 1941 TA TA 968 408
## BedroomAbvGr TotRmsAbvGrd GrLivArea MiscVal YearRemodel logSalePrice.1
## 1 3 7 1656 0 1960 12.27839
## 2 2 5 896 0 1961 11.56172
## 3 3 6 1329 12500 1958 12.05525
## 4 3 8 2110 0 1968 12.40492
## 5 3 6 1629 0 1998 12.15425
## 6 3 7 1604 0 1998 12.18332
## 7 2 6 1338 0 2001 12.27139
## 8 2 5 1280 0 1992 12.16264
## 9 2 5 1616 0 1996 12.37370
## 10 3 7 1804 0 1999 12.14950
## 11 3 7 1655 0 1994 12.07767
## 12 3 6 1187 500 2007 12.12811
## 13 3 7 1465 0 1998 12.10293
## 14 2 5 1341 0 1990 12.05234
## 15 1 4 1502 0 1985 12.26434
## 16 4 8 1752 0 2005 12.00762
## 17 2 4 864 0 1951 11.85652
## 18 3 7 1844 0 1977 12.15478
## 19 3 6 1173 0 1974 12.04355
## 20 3 7 1674 0 2000 12.28303
## 21 2 5 1004 700 1970 11.91170
## 22 3 6 1078 0 2008 11.91772
## 23 3 6 1056 0 1968 11.86358
## 24 2 4 882 0 1970 11.74404
## 25 3 5 864 0 1971 11.65269
## 26 2 5 1337 0 1999 12.12269
## 27 2 5 987 0 1971 11.47210
## 28 3 6 1092 0 1971 11.56647
## 29 3 6 1092 0 1971 11.38509
## 30 2 4 1069 0 1977 11.75587
## 31 3 6 1456 0 1975 11.91772
## 32 2 4 836 0 1975 11.69525
## 33 3 7 1456 0 1978 11.89136
## 34 3 7 1704 0 2008 12.63134
## 35 3 7 1698 0 2005 12.52453
## 36 3 8 1822 0 2006 12.46458
## 37 3 7 1535 0 2004 12.27373
## 38 3 10 2696 0 2004 13.12236
## 39 3 7 2250 0 2002 12.67608
## 40 2 6 1752 0 2005 12.67576
## 41 2 6 1370 0 2006 12.23077
## 42 2 6 1626 0 2003 12.07539
## 43 3 6 1324 0 2005 12.20357
## 44 2 6 1145 0 2006 11.98293
## 45 2 6 1269 0 2005 12.16525
## 46 3 7 1374 0 2004 12.12540
## 47 4 8 1960 0 2002 12.28535
## 48 3 7 1733 0 2004 12.12859
## 49 3 7 1430 0 2000 12.10071
## 50 3 8 2035 0 2001 12.31268
## 51 4 10 2599 0 1999 12.71640
## 52 4 7 2475 0 1998 12.77987
## 53 3 7 1720 0 1996 12.46997
## 54 3 9 2622 0 1995 12.69158
## 55 4 9 2270 0 2007 12.57764
## 56 4 7 1839 0 1998 12.30592
## 57 4 9 3238 0 1996 12.92391
## 58 2 6 1595 0 2006 12.30818
## 59 3 7 1547 0 2009 12.27932
## 60 3 7 1566 0 2008 12.47801
## 61 3 8 1947 0 2005 12.44863
## 62 2 6 1468 0 2005 12.51172
## 63 4 8 2084 0 2004 12.35879
## 64 3 8 1659 0 2004 12.10625
## 65 3 8 2110 0 2002 12.23077
## 66 2 5 923 0 1980 11.87060
## 67 3 8 1845 400 1992 12.14950
## 68 2 5 918 0 1979 11.50791
## 69 2 4 752 0 1984 11.73607
## 70 3 7 1744 0 2003 12.17819
## 71 3 6 1097 0 1985 11.93164
## 72 3 7 1564 0 1981 12.04942
## 73 2 5 1012 0 1950 11.11988
## 74 4 8 1902 0 1978 11.62625
## 75 3 5 894 0 2009 11.83863
## 76 3 5 900 0 1967 11.71178
## 77 3 5 1040 0 1963 11.79810
## 78 3 6 1040 0 2010 11.75194
## 79 3 8 1923 0 1992 12.15478
## 80 4 9 2349 0 1993 12.80078
## 81 4 7 2225 0 1993 12.56024
## 82 2 6 1488 0 2005 12.46844
## 83 2 3 1680 0 2004 12.15478
## 84 2 4 1200 0 2004 11.95118
## 85 2 4 1200 0 2005 11.92504
## 86 2 4 1200 0 2005 11.91505
## 87 2 4 1236 0 2005 11.93164
## 88 3 5 1573 0 2000 12.08673
## 89 2 5 1512 0 2000 12.08391
## 90 3 6 1416 0 1999 11.95118
## 91 2 4 1080 0 2003 11.89894
## 92 3 7 1848 0 2000 12.44509
## 93 1 3 788 0 1980 11.95118
## 94 1 4 1226 0 1978 12.23563
## 95 3 6 1479 0 2005 11.77913
## 96 3 6 1492 0 2002 12.34583
## 97 4 8 1829 0 1967 12.29454
## 98 4 9 2495 0 1993 12.40287
## 99 3 6 1610 0 2001 12.23077
## 100 3 7 1891 0 1978 12.26670
## 101 3 7 1714 500 1988 12.18842
## 102 3 5 1381 0 2006 12.19349
## 103 4 7 1645 0 1971 12.04942
## 104 3 6 1232 0 1966 11.86534
## 105 3 6 1328 0 1963 11.87060
## 106 3 6 1225 400 1959 11.76718
## 107 3 6 1209 0 1966 11.97666
## 108 3 6 1510 0 1967 12.09458
## 109 3 8 1775 0 1964 11.82261
## 110 3 6 1152 0 1964 12.10349
## 111 2 5 1078 0 1996 11.86446
## 112 3 6 1556 0 1950 12.05815
## 113 2 4 858 0 2008 11.66565
## 114 3 6 1063 0 1954 11.75979
## 115 3 7 1520 0 1972 11.93819
## 116 2 7 1268 0 1954 11.79056
## 117 2 5 1128 1500 2008 12.08954
## 118 5 12 2274 0 1960 11.94665
## 119 4 8 1604 0 1958 11.81303
## 120 3 7 1480 300 2009 12.27373
## 121 3 6 1143 0 1959 11.82041
## 122 4 6 1700 0 1959 12.01673
## 123 3 5 1314 0 1957 11.88449
## 124 3 6 1194 0 1959 11.90497
## 125 3 6 1264 0 1960 12.02874
## 126 3 6 1206 0 1959 11.59486
## 127 3 6 1580 0 1959 11.97980
## 128 3 5 1337 0 1956 11.58989
## 129 2 4 1064 0 1952 11.81303
## 130 3 5 972 0 1955 11.71587
## 131 2 4 985 0 1994 11.56172
## 132 3 6 1086 0 2003 11.88380
## 133 2 4 936 0 2000 11.76757
## 134 0 4 1056 600 1980 11.87757
## 135 3 7 1287 0 2006 11.99535
## 136 5 11 2978 0 2007 12.39669
## 137 3 5 1224 0 2004 11.79056
## 138 3 6 1246 0 1994 11.94471
## 139 4 6 1385 0 1952 12.01974
## 140 3 5 900 0 2000 11.81155
## 141 3 5 1116 0 1962 11.98293
## 142 3 6 1175 0 1960 11.90497
## 143 4 7 1839 0 1966 11.95118
## 144 2 5 936 0 1950 11.60368
## 145 2 5 1028 0 1950 11.65269
## 146 3 6 1347 0 1957 11.87060
## 147 3 8 1605 0 1950 11.58432
## 148 2 4 747 0 1950 11.28978
## 149 3 6 1316 0 2001 11.77529
## 150 3 6 1251 0 2000 11.68688
## 151 3 7 1633 0 2009 11.76757
## 152 3 6 1245 0 1962 11.51293
## 153 2 5 720 0 2003 11.57025
## 154 4 7 1652 1200 1950 11.84223
## 155 3 7 2268 0 2002 12.38839
## 156 2 6 1236 0 1996 11.91639
## 157 3 6 1363 0 1950 11.74006
## 158 4 11 2290 0 1950 11.71587
## 159 3 7 1612 0 1997 11.76368
## 160 3 8 2068 0 2005 12.25248
## 161 2 4 765 0 1950 11.37366
## 162 3 6 1196 0 1950 11.75979
## 163 3 6 1416 0 1950 11.84868
## 164 2 5 1040 0 1980 11.72723
## 165 4 7 1536 0 1950 11.83790
## 166 2 5 1068 0 1950 11.60368
## 167 3 9 1710 0 1950 11.84940
## 168 4 9 1962 0 1950 11.91505
## 169 3 7 1560 0 2009 11.98230
## 170 3 6 1324 0 1993 11.71178
## 171 2 5 816 0 1963 11.60824
## 172 4 8 1812 0 1996 11.84940
## 173 4 10 2403 0 1950 12.40656
## 174 3 8 1675 0 1959 12.06105
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## 750 5 13 2480 0 1950 12.23077
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## 759 2 5 1229 0 1980 11.72804
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## 1292 4 6 1475 0 1976 11.77144
## 1293 2 5 988 0 2006 11.56172
## 1294 1 4 988 0 1973 11.46058
## 1295 3 6 1160 500 1968 11.93492
## 1296 3 6 1092 0 2007 11.49272
## 1297 1 3 630 0 1972 11.30220
## 1298 2 4 988 0 1954 11.63514
## 1299 2 4 816 0 1983 11.76368
## 1300 3 5 923 0 1985 11.69107
## 1301 3 5 816 0 2008 11.77913
## 1302 2 4 816 0 2003 11.83501
## 1303 3 6 845 0 2005 11.80932
## 1304 3 6 889 0 1984 11.83138
## 1305 3 7 1587 0 1971 12.02754
## 1306 2 5 1277 0 1970 12.02575
## 1307 3 8 2223 0 1973 12.40492
## 1308 4 8 2217 0 1970 12.49874
## 1309 3 7 1733 0 2003 12.32386
## 1310 3 7 1572 0 1996 12.03172
## 1311 3 6 1470 0 1997 12.08391
## 1312 3 7 1600 0 1997 12.03765
## 1313 3 7 1384 0 1997 11.99226
## 1314 2 6 1652 0 2000 12.43321
## 1315 3 7 1694 0 1994 11.98293
## 1316 3 6 1553 0 1996 12.09374
## 1317 3 6 1253 0 1996 12.07824
## 1318 5 7 2299 0 2003 12.22588
## 1319 3 6 1187 0 1993 11.98293
## 1320 3 7 1472 0 1992 11.98293
## 1321 3 7 1482 0 1992 12.00701
## 1322 3 7 1642 0 1994 12.03172
## 1323 2 5 1088 0 1986 12.04355
## 1324 2 5 1179 0 1988 12.11176
## 1325 1 4 1321 0 1990 12.26434
## 1326 3 8 1922 0 2006 12.84113
## 1327 4 10 2541 0 2005 12.76359
## 1328 2 6 1612 0 2006 12.67576
## 1329 1 7 2234 0 2006 12.99890
## 1330 3 7 1440 0 1981 12.11669
## 1331 3 6 1479 0 2003 12.07824
## 1332 3 7 1664 0 1985 12.26905
## 1333 4 9 1930 0 1979 12.16525
## 1334 3 8 1969 0 1977 12.15478
## 1335 4 8 2030 0 1976 12.18075
## 1336 3 6 1032 500 1978 11.90497
## 1337 3 6 1177 0 1984 11.92834
## 1338 3 6 1725 0 1979 12.19096
## 1339 2 5 1353 0 1999 12.16707
## 1340 2 6 1220 0 1971 12.04355
## 1341 3 7 1484 0 1971 12.07254
## 1342 3 7 1743 0 1968 12.07254
## 1343 3 7 1935 0 1976 12.19552
## 1344 3 5 1324 0 1976 12.06681
## 1345 4 8 1877 0 1974 12.09458
## 1346 3 5 1109 0 2005 11.84223
## 1347 3 5 981 0 1971 11.87235
## 1348 4 7 1479 0 2004 12.12269
## 1349 3 5 914 0 2002 11.79810
## 1350 3 5 950 0 1971 11.69107
## 1351 3 5 872 0 1971 11.71994
## 1352 2 4 858 0 1971 11.60824
## 1353 2 4 914 0 1961 11.75979
## 1354 3 5 864 0 1971 11.69941
## 1355 1 4 767 0 1998 11.79810
## 1356 2 5 1337 0 2001 11.95118
## 1357 2 5 1337 0 1998 12.08391
## 1358 3 6 1092 0 1973 11.63956
## 1359 3 7 1218 0 1973 11.63514
## 1360 4 7 1218 0 1973 11.64132
## 1361 3 6 1302 0 1970 11.57119
## 1362 2 5 958 0 1976 11.75979
## 1363 3 7 1548 0 1976 11.95118
## 1364 2 4 1055 0 1978 11.86710
## 1365 3 5 988 0 1966 11.76950
## 1366 2 7 2046 0 2006 13.01700
## 1367 3 9 2643 0 2006 12.84793
## 1368 3 7 1634 0 2006 12.42922
## 1369 4 9 2758 0 2006 12.94324
## 1370 4 9 2473 0 2005 12.66666
## 1371 3 7 1802 0 2006 12.82665
## 1372 5 11 2956 0 2004 12.74257
## 1373 4 10 2468 0 2004 12.77705
## 1374 3 7 2385 0 2003 12.76569
## 1375 4 10 2374 0 2004 12.56024
## 1376 3 7 1614 0 2006 12.41187
## 1377 3 7 1721 0 2005 12.35750
## 1378 2 6 1362 0 2006 12.17922
## 1379 1 5 1302 0 2006 12.20607
## 1380 2 6 1362 0 2006 12.24047
## 1381 2 6 1554 0 2006 12.25248
## 1382 2 6 1554 0 2006 12.25248
## 1383 2 6 1370 0 2006 12.21850
## 1384 2 6 1577 0 2005 12.54254
## 1385 2 6 1561 0 2005 12.53358
## 1386 2 6 1405 0 2003 12.20607
## 1387 3 6 1536 0 2006 12.07824
## 1388 3 6 1326 2000 2005 12.22096
## 1389 2 7 1589 0 2003 12.33050
## 1390 3 7 1530 0 2004 12.46458
## 1391 2 5 1119 0 2005 12.14685
## 1392 3 8 1374 0 2004 12.07254
## 1393 4 8 1959 0 2005 12.27839
## 1394 3 7 1720 0 2004 12.11997
## 1395 3 7 1394 0 2003 12.01673
## 1396 4 8 1948 0 2003 12.25961
## 1397 4 8 1995 0 2002 12.29911
## 1398 3 7 1647 0 2000 12.07254
## 1399 3 8 1430 0 2000 12.04355
## 1400 3 6 1320 0 2003 11.99535
## 1401 3 7 1690 0 2000 12.13886
## 1402 3 7 1644 0 2000 12.12811
## 1403 4 8 2551 0 1998 12.85970
## 1404 4 8 2285 0 2000 12.42118
## 1405 2 8 2633 0 2002 13.05301
## 1406 4 9 3078 0 1998 12.92391
## 1407 4 9 2582 0 1999 12.68386
## 1408 4 8 2385 0 1998 12.43718
## 1409 3 8 2013 0 1997 12.50540
## 1410 3 8 2398 0 1997 12.66271
## 1411 4 9 2531 0 1995 12.57764
## 1412 4 10 3228 0 1993 12.97154
## 1413 4 9 2202 0 1993 12.47991
## 1414 4 8 2538 0 1997 12.70685
## 1415 3 8 1905 0 2006 12.67608
## 1416 3 6 1464 0 2007 12.55293
## 1417 3 7 1534 0 2006 12.27839
## 1418 3 8 1636 0 2006 12.44902
## 1419 3 7 1588 0 2006 12.33271
## 1420 3 7 1538 0 2005 12.46844
## 1421 3 7 1506 0 2006 12.42521
## 1422 3 7 1694 0 2005 12.63460
## 1423 3 7 1977 0 2006 12.42922
## 1424 3 7 1830 0 2006 12.30727
## 1425 3 8 1959 0 2006 12.50618
## 1426 3 7 1656 0 2006 12.42802
## 1427 2 5 1685 0 2006 12.44114
## 1428 4 8 2466 0 2005 12.73670
## 1429 3 5 1143 0 2006 11.89819
## 1430 3 6 1094 0 2004 11.91170
## 1431 3 7 1486 0 2006 12.10625
## 1432 3 7 1721 0 1994 12.21106
## 1433 3 7 1820 0 1997 12.16395
## 1434 3 6 1349 0 2001 12.09514
## 1435 3 5 1494 0 1998 12.27839
## 1436 2 5 1575 0 1992 12.09626
## 1437 2 5 1266 0 1980 11.75979
## 1438 2 5 884 0 1983 11.87757
## 1439 4 10 2020 0 1977 11.87757
## 1440 2 5 894 0 1977 11.70148
## 1441 2 5 970 0 1963 11.79434
## 1442 3 6 1057 0 1962 11.79056
## 1443 3 6 999 0 2001 11.79434
## 1444 3 5 1120 400 1961 11.76757
## 1445 3 5 1040 0 1968 11.88449
## 1446 3 5 988 0 1961 11.76368
## 1447 3 6 902 0 1967 11.74006
## 1448 3 7 2503 0 1990 12.61154
## 1449 3 9 2167 0 2003 12.59134
## 1450 2 5 1037 0 1974 11.76757
## 1451 4 9 2810 0 1990 12.61818
## 1452 4 9 2872 0 2000 12.56024
## 1453 2 6 1378 0 2004 12.27373
## 1454 3 6 1501 0 1999 12.08108
## 1455 2 5 1458 0 1999 12.07824
## 1456 2 4 1512 0 2000 12.03469
## 1457 3 4 1573 0 2000 12.08391
## 1458 3 5 1525 0 2000 12.08391
## 1459 2 4 1102 0 2004 11.91036
## 1460 2 5 1441 0 2000 12.06681
## 1461 3 7 1950 0 1998 12.38422
## 1462 3 5 1358 0 2000 12.22588
## 1463 3 8 2048 0 2004 12.61487
## 1464 3 8 2362 0 1998 12.65236
## 1465 1 5 1494 0 1995 12.54147
## 1466 3 8 2362 0 1980 12.44902
## 1467 2 5 1432 0 1978 12.17561
## 1468 3 6 1437 0 2004 12.29225
## 1469 1 4 1295 0 1998 12.27256
## 1470 3 7 1855 0 1994 12.13886
## 1471 3 6 1262 0 1976 12.10901
## 1472 2 7 2497 0 1981 12.82933
## 1473 4 12 2620 8300 1977 12.15478
## 1474 3 7 1929 0 2001 12.32829
## 1475 3 7 1152 0 1968 11.87374
## 1476 4 8 2411 0 1970 12.38860
## 1477 3 6 1082 0 1969 11.99843
## 1478 3 6 1295 0 1968 12.00762
## 1479 3 8 1610 0 1987 12.12811
## 1480 2 6 1594 0 1993 12.14685
## 1481 3 8 2075 0 1993 12.44902
## 1482 4 8 1680 0 1976 11.82704
## 1483 3 6 1093 400 1966 11.97351
## 1484 3 6 1242 0 1973 12.07539
## 1485 3 6 1052 0 1963 11.75194
## 1486 3 5 1107 0 1993 11.75194
## 1487 3 5 1214 0 1967 11.87060
## 1488 3 6 1073 0 1965 11.95761
## 1489 6 10 1728 0 1964 11.68688
## 1490 2 8 1224 0 1964 11.54248
## 1491 2 5 958 15500 1998 11.92834
## 1492 3 6 1065 0 1960 11.74800
## 1493 3 6 1138 0 1958 11.88449
## 1494 2 5 912 480 1985 11.69525
## 1495 3 5 882 1200 1959 11.57590
## 1496 2 6 1187 0 1961 11.85296
## 1497 3 5 964 0 1961 11.83138
## 1498 3 5 894 0 1960 11.67504
## 1499 3 6 1200 0 1966 12.00457
## 1500 3 5 1042 0 1965 11.98916
## 1501 5 8 2154 0 1997 12.32163
## 1502 3 7 1374 0 1964 11.89819
## 1503 3 6 1652 0 1991 12.20607
## 1504 3 7 1429 0 1987 12.11121
## 1505 3 7 1327 0 2002 11.92338
## 1506 2 6 1224 0 1962 11.53077
## 1507 2 4 932 0 1950 11.72804
## 1508 2 4 908 0 1996 11.83863
## 1509 2 4 666 0 1950 11.07442
## 1510 2 4 670 2000 1950 11.06664
## 1511 2 5 808 0 2000 11.62625
## 1512 4 9 1977 0 1978 12.01370
## 1513 2 6 1150 0 1955 11.87757
## 1514 4 10 1920 0 1950 11.82774
## 1515 3 6 1376 0 1950 11.56172
## TotalSqftCalc Style1 Style2 Neighborhood_Blmngtn Neighborhood_Blueste
## 1 2295 1 0 0 0
## 2 1508 1 0 0 0
## 3 2252 1 0 0 0
## 4 3175 1 0 0 0
## 5 2420 0 1 0 0
## 6 2206 0 1 0 0
## 7 1954 1 0 0 0
## 8 1543 1 0 0 0
## 9 2796 1 0 0 0
## 10 1804 0 1 0 0
## 11 1655 0 1 0 0
## 12 2122 1 0 0 0
## 13 1465 0 1 0 0
## 14 1978 1 0 0 0
## 15 2990 1 0 0 0
## 16 2179 0 0 0 0
## 17 984 1 0 0 0
## 18 2549 1 0 0 0
## 19 2226 0 0 0 0
## 20 2207 0 1 0 0
## 21 1582 1 0 0 0
## 22 1812 1 0 0 0
## 23 1831 1 0 0 0
## 24 1764 1 0 0 0
## 25 1296 1 0 0 0
## 26 2388 1 0 0 0
## 27 1143 0 1 0 0
## 28 1392 0 1 0 0
## 29 1092 0 1 0 0
## 30 1429 1 0 0 0
## 31 1970 0 1 0 0
## 32 836 1 0 0 0
## 33 1767 0 1 0 0
## 34 2922 1 0 0 0
## 35 1808 1 0 0 0
## 36 1850 1 0 0 0
## 37 1537 1 0 0 0
## 38 4069 1 0 0 0
## 39 2828 0 1 0 0
## 40 2208 1 0 0 0
## 41 1394 1 0 0 0
## 42 1626 0 1 0 0
## 43 1324 1 0 0 0
## 44 1161 1 0 1 0
## 45 1293 1 0 1 0
## 46 1700 0 0 0 0
## 47 2585 0 1 0 0
## 48 1733 0 1 0 0
## 49 1680 0 0 0 0
## 50 2035 0 1 0 0
## 51 2599 0 1 0 0
## 52 2475 0 1 0 0
## 53 2639 1 0 0 0
## 54 3654 0 1 0 0
## 55 2794 0 1 0 0
## 56 1839 0 1 0 0
## 57 4054 0 0 0 0
## 58 1595 1 0 0 0
## 59 1571 0 1 0 0
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## 62 2882 1 0 0 0
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## 64 1659 0 1 0 0
## 65 2805 0 1 0 0
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## 85 1200 0 1 0 0
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## [ reached 'max' / getOption("max.print") -- omitted 755 rows ]# Set the seed on the random number generator so you get the same split every time that
# you run the code.
my.data <- subdata
set.seed(123)
my.data$u <- runif(n=dim(my.data)[1],min=0,max=1)
# Create train/test split;
train.df <- subset(my.data, u<0.70);
test.df <- subset(my.data, u>=0.70);
names(train.df)## [1] "TotalFloorSF" "HouseAge" "QualityIndex"
## [4] "price_sqft" "SalePrice" "LotArea"
## [7] "BsmtFinSF1" "HouseStyle" "LotShape"
## [10] "OverallQual" "logSalePrice" "TotalBsmtSF"
## [13] "HouseStyle.1" "LotShape.1" "SaleCondition"
## [16] "Functional" "LotArea.1" "SubClass"
## [19] "LotFrontage" "OverallCond" "YearBuilt"
## [22] "ExterQual" "ExterCond" "FirstFlrSF"
## [25] "SecondFlrSF" "BedroomAbvGr" "TotRmsAbvGrd"
## [28] "GrLivArea" "MiscVal" "YearRemodel"
## [31] "logSalePrice.1" "TotalSqftCalc" "Style1"
## [34] "Style2" "Neighborhood_Blmngtn" "Neighborhood_Blueste"
## [37] "Neighborhood_BrDale" "Neighborhood_BrkSide" "Neighborhood_ClearCr"
## [40] "Neighborhood_CollgCr" "Neighborhood_Crawfor" "Neighborhood_Edwards"
## [43] "Neighborhood_Gilbert" "Neighborhood_Greens" "Neighborhood_GrnHill"
## [46] "Neighborhood_IDOTRR" "Neighborhood_Landmrk" "Neighborhood_MeadowV"
## [49] "Neighborhood_Mitchel" "Neighborhood_NAmes" "Neighborhood_NoRidge"
## [52] "Neighborhood_NPkVill" "Neighborhood_NridgHt" "Neighborhood_NWAmes"
## [55] "Neighborhood_OldTown" "Neighborhood_Sawyer" "Neighborhood_SawyerW"
## [58] "Neighborhood_Somerst" "Neighborhood_StoneBr" "Neighborhood_SWISU"
## [61] "Neighborhood_Timber" "Neighborhood_Veenker" "Zoning_FV"
## [64] "Zoning_RH" "Zoning_RL" "Zoning_RM"
## [67] "u"train.clean <- subset(train.df, select=c("TotalFloorSF","HouseAge",
"OverallQual","LotArea","TotalSqftCalc", "Neighborhood_Blmngtn", "Neighborhood_Blueste" ,"Neighborhood_BrDale" , "Neighborhood_BrkSide" ,"Neighborhood_ClearCr", "Neighborhood_CollgCr",
"Neighborhood_Crawfor", "Neighborhood_Edwards", "Neighborhood_Gilbert", "Neighborhood_Greens" , "Neighborhood_GrnHill", "Neighborhood_IDOTRR" , "Neighborhood_Landmrk", "Neighborhood_MeadowV" ,"Neighborhood_Mitchel", "Neighborhood_NAmes" ,
"Neighborhood_NoRidge" ,"Neighborhood_NPkVill", "Neighborhood_NridgHt", "Neighborhood_NWAmes", "Neighborhood_OldTown" ,"Neighborhood_Sawyer" , "Neighborhood_SawyerW" ,"Neighborhood_Somerst", "Neighborhood_StoneBr", "Neighborhood_SWISU", "Neighborhood_Timber","MiscVal","SalePrice"
))
test.clean <- subset(test.df, select=c("TotalFloorSF","HouseAge",
"OverallQual","LotArea",
"TotalSqftCalc", "Neighborhood_Blmngtn", "Neighborhood_Blueste" ,"Neighborhood_BrDale" , "Neighborhood_BrkSide" ,"Neighborhood_ClearCr", "Neighborhood_CollgCr",
"Neighborhood_Crawfor", "Neighborhood_Edwards", "Neighborhood_Gilbert", "Neighborhood_Greens" , "Neighborhood_GrnHill", "Neighborhood_IDOTRR" , "Neighborhood_Landmrk", "Neighborhood_MeadowV" ,"Neighborhood_Mitchel", "Neighborhood_NAmes" ,
"Neighborhood_NoRidge" ,"Neighborhood_NPkVill", "Neighborhood_NridgHt", "Neighborhood_NWAmes", "Neighborhood_OldTown" ,"Neighborhood_Sawyer" , "Neighborhood_SawyerW" ,"Neighborhood_Somerst", "Neighborhood_StoneBr", "Neighborhood_SWISU", "Neighborhood_Timber","MiscVal"))# Check your data split. The sum of the parts should equal the whole.
# Do your totals add up?
dim(my.data)[1]## [1] 2270dim(train.df)[1]## [1] 1594dim(test.df)[1]## [1] 676dim(train.df)[1]+dim(test.df)[1]## [1] 2270Model Identification: Using the training data find the ‘best’ models using automated variable selection using the techniques: forward, backward, and stepwise variable selection using the R function stepAIC() from the MASS library. Identify (list) each of these three models individually. Name them forward.lm, backward.lm, and stepwise.lm.
Note that variable selection using stepAIC() requires that we specify the upper and lower models in the scope argument. We want to perform a ‘full search’ or an ‘exhaustive search’, and hence we need to specify the upper model as the Full Model containing every predictor variable in the variable pool (or in our clean data frame!), and the lower model as the Intercept Model. Both of these models are easy to specify in R. Trick #2: specify the upper model and lower models using these R shortcuts.
upper.lm <- lm(SalePrice ~ .,data=train.clean);
summary(upper.lm)##
## Call:
## lm(formula = SalePrice ~ ., data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -191999 -12378 27 11548 174193
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.327e+04 8.406e+03 -3.958 7.89e-05 ***
## TotalFloorSF 2.270e+01 2.314e+00 9.810 < 2e-16 ***
## HouseAge -3.269e+02 4.649e+01 -7.032 3.03e-12 ***
## OverallQual 1.778e+04 7.745e+02 22.955 < 2e-16 ***
## LotArea 1.895e+00 1.533e-01 12.367 < 2e-16 ***
## TotalSqftCalc 3.339e+01 1.534e+00 21.774 < 2e-16 ***
## Neighborhood_Blmngtn 5.420e+03 9.105e+03 0.595 0.55176
## Neighborhood_Blueste -1.217e+04 1.176e+04 -1.035 0.30103
## Neighborhood_BrDale -2.488e+04 8.663e+03 -2.872 0.00413 **
## Neighborhood_BrkSide 3.144e+03 7.336e+03 0.429 0.66826
## Neighborhood_ClearCr -1.466e+04 8.326e+03 -1.761 0.07846 .
## Neighborhood_CollgCr -1.889e+03 6.491e+03 -0.291 0.77104
## Neighborhood_Crawfor 1.177e+04 7.106e+03 1.656 0.09796 .
## Neighborhood_Edwards -1.146e+04 6.873e+03 -1.668 0.09560 .
## Neighborhood_Gilbert -1.019e+04 6.716e+03 -1.517 0.12948
## Neighborhood_Greens -1.329e+04 1.173e+04 -1.133 0.25732
## Neighborhood_GrnHill 9.981e+04 2.483e+04 4.020 6.11e-05 ***
## Neighborhood_IDOTRR -9.283e+03 7.756e+03 -1.197 0.23153
## Neighborhood_Landmrk -2.432e+04 2.491e+04 -0.976 0.32906
## Neighborhood_MeadowV -1.182e+04 8.232e+03 -1.436 0.15125
## Neighborhood_Mitchel -1.083e+04 6.874e+03 -1.575 0.11548
## Neighborhood_NAmes -8.892e+03 6.475e+03 -1.373 0.16989
## Neighborhood_NoRidge 2.648e+04 7.054e+03 3.754 0.00018 ***
## Neighborhood_NPkVill -1.945e+04 8.791e+03 -2.213 0.02706 *
## Neighborhood_NridgHt 3.961e+04 6.798e+03 5.826 6.88e-09 ***
## Neighborhood_NWAmes -1.858e+04 6.690e+03 -2.778 0.00554 **
## Neighborhood_OldTown -4.753e+03 7.204e+03 -0.660 0.50952
## Neighborhood_Sawyer -9.221e+03 6.905e+03 -1.336 0.18190
## Neighborhood_SawyerW -1.347e+04 6.806e+03 -1.980 0.04792 *
## Neighborhood_Somerst 9.914e+03 6.929e+03 1.431 0.15273
## Neighborhood_StoneBr 3.094e+04 7.842e+03 3.946 8.31e-05 ***
## Neighborhood_SWISU -1.743e+04 8.119e+03 -2.147 0.03196 *
## Neighborhood_Timber 7.483e+03 7.557e+03 0.990 0.32226
## MiscVal 3.546e-01 1.059e+00 0.335 0.73778
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24060 on 1560 degrees of freedom
## Multiple R-squared: 0.8842, Adjusted R-squared: 0.8817
## F-statistic: 360.9 on 33 and 1560 DF, p-value: < 2.2e-16# Define the lower model as the Intercept model
lower.lm <- lm(SalePrice ~ 1,data=train.clean);
summary(lower.lm)##
## Call:
## lm(formula = SalePrice ~ 1, data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -124921 -47421 -17421 31554 432579
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 177421 1752 101.3 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 69960 on 1593 degrees of freedom# Need a SLR to initialize stepwise selection
sqft.lm <- lm(SalePrice ~ TotalFloorSF,data=train.clean);
summary(sqft.lm)##
## Call:
## lm(formula = SalePrice ~ TotalFloorSF, data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -192584 -24741 -1006 20615 297580
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 13681.050 3769.132 3.63 0.000293 ***
## TotalFloorSF 111.720 2.448 45.63 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 46060 on 1592 degrees of freedom
## Multiple R-squared: 0.5667, Adjusted R-squared: 0.5665
## F-statistic: 2082 on 1 and 1592 DF, p-value: < 2.2e-16Trick #3: use the R function formula() to pass your shortcut definition of the Full Model to the scope argument in stepAIC(). Be sure to read the help page for stepAIC() to understand the scope argument and its default value.
library(MASS)
forward.lm <- stepAIC(object=lower.lm,scope=list(upper=upper.lm,lower=lower.lm),
direction=c('forward'));## Start: AIC=35565.17
## SalePrice ~ 1
##
## Df Sum of Sq RSS AIC
## + OverallQual 1 4.9960e+12 2.8001e+12 33935
## + TotalSqftCalc 1 4.8489e+12 2.9472e+12 34017
## + TotalFloorSF 1 4.4183e+12 3.3779e+12 34234
## + HouseAge 1 2.3004e+12 5.4957e+12 35010
## + Neighborhood_NridgHt 1 1.2209e+12 6.5752e+12 35296
## + LotArea 1 1.1657e+12 6.6305e+12 35309
## + Neighborhood_NoRidge 1 1.0231e+12 6.7730e+12 35343
## + Neighborhood_OldTown 1 3.2508e+11 7.4711e+12 35499
## + Neighborhood_StoneBr 1 3.0431e+11 7.4918e+12 35504
## + Neighborhood_NAmes 1 2.8361e+11 7.5125e+12 35508
## + Neighborhood_Edwards 1 2.1539e+11 7.5808e+12 35523
## + Neighborhood_BrkSide 1 1.7204e+11 7.6241e+12 35532
## + Neighborhood_MeadowV 1 1.6575e+11 7.6304e+12 35533
## + Neighborhood_Sawyer 1 1.4726e+11 7.6489e+12 35537
## + Neighborhood_Somerst 1 1.4699e+11 7.6492e+12 35537
## + Neighborhood_IDOTRR 1 1.3399e+11 7.6622e+12 35540
## + Neighborhood_Timber 1 1.0448e+11 7.6917e+12 35546
## + Neighborhood_BrDale 1 9.2404e+10 7.7037e+12 35548
## + Neighborhood_SWISU 1 6.2842e+10 7.7333e+12 35554
## + Neighborhood_CollgCr 1 5.3218e+10 7.7429e+12 35556
## + Neighborhood_Crawfor 1 2.8522e+10 7.7676e+12 35561
## + Neighborhood_GrnHill 1 2.3295e+10 7.7729e+12 35562
## + Neighborhood_NPkVill 1 2.2372e+10 7.7738e+12 35563
## + Neighborhood_ClearCr 1 1.9881e+10 7.7763e+12 35563
## + Neighborhood_Gilbert 1 1.7459e+10 7.7787e+12 35564
## + Neighborhood_NWAmes 1 1.0692e+10 7.7855e+12 35565
## <none> 7.7961e+12 35565
## + Neighborhood_SawyerW 1 9.6498e+09 7.7865e+12 35565
## + Neighborhood_Mitchel 1 9.4035e+09 7.7867e+12 35565
## + Neighborhood_Blueste 1 7.6347e+09 7.7885e+12 35566
## + Neighborhood_Blmngtn 1 7.3825e+09 7.7888e+12 35566
## + Neighborhood_Landmrk 1 1.6349e+09 7.7945e+12 35567
## + Neighborhood_Greens 1 1.1311e+09 7.7950e+12 35567
## + MiscVal 1 8.8182e+08 7.7953e+12 35567
##
## Step: AIC=33934.98
## SalePrice ~ OverallQual
##
## Df Sum of Sq RSS AIC
## + TotalSqftCalc 1 1.3801e+12 1.4201e+12 32855
## + TotalFloorSF 1 9.6193e+11 1.8382e+12 33266
## + LotArea 1 5.1572e+11 2.2844e+12 33613
## + Neighborhood_NoRidge 1 2.0510e+11 2.5950e+12 33816
## + Neighborhood_NridgHt 1 1.1159e+11 2.6885e+12 33872
## + HouseAge 1 1.0829e+11 2.6918e+12 33874
## + Neighborhood_BrDale 1 6.6704e+10 2.7334e+12 33899
## + Neighborhood_NPkVill 1 3.5835e+10 2.7643e+12 33916
## + Neighborhood_IDOTRR 1 3.1915e+10 2.7682e+12 33919
## + Neighborhood_Greens 1 2.8676e+10 2.7715e+12 33921
## + Neighborhood_OldTown 1 2.3621e+10 2.7765e+12 33923
## + Neighborhood_Crawfor 1 1.9121e+10 2.7810e+12 33926
## + Neighborhood_SWISU 1 1.7444e+10 2.7827e+12 33927
## + Neighborhood_Blueste 1 1.2954e+10 2.7872e+12 33930
## + Neighborhood_GrnHill 1 1.2814e+10 2.7873e+12 33930
## + Neighborhood_Timber 1 1.1976e+10 2.7882e+12 33930
## + Neighborhood_Somerst 1 1.1399e+10 2.7887e+12 33930
## + Neighborhood_BrkSide 1 1.0322e+10 2.7898e+12 33931
## + Neighborhood_Blmngtn 1 9.4512e+09 2.7907e+12 33932
## + Neighborhood_ClearCr 1 9.0374e+09 2.7911e+12 33932
## + Neighborhood_StoneBr 1 9.0148e+09 2.7911e+12 33932
## <none> 2.8001e+12 33935
## + Neighborhood_Mitchel 1 3.2511e+09 2.7969e+12 33935
## + Neighborhood_Gilbert 1 1.8942e+09 2.7982e+12 33936
## + Neighborhood_Landmrk 1 1.3596e+09 2.7988e+12 33936
## + Neighborhood_MeadowV 1 1.1786e+09 2.7990e+12 33936
## + Neighborhood_SawyerW 1 6.3499e+08 2.7995e+12 33937
## + Neighborhood_CollgCr 1 5.0202e+08 2.7996e+12 33937
## + Neighborhood_NWAmes 1 2.8359e+08 2.7998e+12 33937
## + Neighborhood_NAmes 1 1.2958e+08 2.8000e+12 33937
## + Neighborhood_Edwards 1 3.8370e+07 2.8001e+12 33937
## + MiscVal 1 1.2735e+07 2.8001e+12 33937
## + Neighborhood_Sawyer 1 1.0889e+07 2.8001e+12 33937
##
## Step: AIC=32854.72
## SalePrice ~ OverallQual + TotalSqftCalc
##
## Df Sum of Sq RSS AIC
## + LotArea 1 1.2134e+11 1.2987e+12 32714
## + Neighborhood_NridgHt 1 9.0294e+10 1.3298e+12 32752
## + TotalFloorSF 1 7.9237e+10 1.3408e+12 32765
## + HouseAge 1 6.1250e+10 1.3588e+12 32786
## + Neighborhood_NoRidge 1 3.0958e+10 1.3891e+12 32822
## + Neighborhood_NWAmes 1 1.9710e+10 1.4004e+12 32834
## + Neighborhood_BrDale 1 1.7831e+10 1.4022e+12 32837
## + Neighborhood_NPkVill 1 1.7135e+10 1.4029e+12 32837
## + Neighborhood_SWISU 1 1.6159e+10 1.4039e+12 32838
## + Neighborhood_Greens 1 1.5059e+10 1.4050e+12 32840
## + Neighborhood_GrnHill 1 8.1240e+09 1.4120e+12 32848
## + Neighborhood_Crawfor 1 6.9681e+09 1.4131e+12 32849
## + Neighborhood_IDOTRR 1 5.8245e+09 1.4143e+12 32850
## + Neighborhood_StoneBr 1 5.3245e+09 1.4148e+12 32851
## + Neighborhood_OldTown 1 5.2672e+09 1.4148e+12 32851
## + Neighborhood_NAmes 1 4.4250e+09 1.4157e+12 32852
## + Neighborhood_Timber 1 3.6991e+09 1.4164e+12 32853
## + Neighborhood_CollgCr 1 3.6990e+09 1.4164e+12 32853
## + Neighborhood_Somerst 1 3.2896e+09 1.4168e+12 32853
## + Neighborhood_SawyerW 1 3.1967e+09 1.4169e+12 32853
## + Neighborhood_Blueste 1 3.0764e+09 1.4170e+12 32853
## + Neighborhood_Gilbert 1 2.1162e+09 1.4180e+12 32854
## <none> 1.4201e+12 32855
## + Neighborhood_MeadowV 1 8.5666e+08 1.4192e+12 32856
## + Neighborhood_Edwards 1 6.5863e+08 1.4194e+12 32856
## + Neighborhood_Landmrk 1 4.8787e+08 1.4196e+12 32856
## + Neighborhood_Blmngtn 1 2.6624e+08 1.4198e+12 32856
## + Neighborhood_BrkSide 1 1.3181e+08 1.4199e+12 32857
## + Neighborhood_Sawyer 1 4.5577e+07 1.4200e+12 32857
## + MiscVal 1 3.1091e+07 1.4200e+12 32857
## + Neighborhood_ClearCr 1 2.8002e+07 1.4201e+12 32857
## + Neighborhood_Mitchel 1 2.2520e+07 1.4201e+12 32857
##
## Step: AIC=32714.35
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NridgHt 1 9.2516e+10 1.2062e+12 32599
## + HouseAge 1 7.3203e+10 1.2255e+12 32624
## + TotalFloorSF 1 5.2022e+10 1.2467e+12 32651
## + Neighborhood_NoRidge 1 3.0865e+10 1.2679e+12 32678
## + Neighborhood_NWAmes 1 2.5842e+10 1.2729e+12 32684
## + Neighborhood_SWISU 1 1.1172e+10 1.2876e+12 32703
## + Neighborhood_Somerst 1 1.0842e+10 1.2879e+12 32703
## + Neighborhood_StoneBr 1 9.0672e+09 1.2897e+12 32705
## + Neighborhood_Greens 1 8.9677e+09 1.2898e+12 32705
## + Neighborhood_GrnHill 1 8.7609e+09 1.2900e+12 32706
## + Neighborhood_NAmes 1 7.2781e+09 1.2915e+12 32707
## + Neighborhood_BrDale 1 7.0319e+09 1.2917e+12 32708
## + Neighborhood_NPkVill 1 6.9958e+09 1.2917e+12 32708
## + Neighborhood_ClearCr 1 5.1511e+09 1.2936e+12 32710
## + Neighborhood_IDOTRR 1 4.6326e+09 1.2941e+12 32711
## + Neighborhood_OldTown 1 4.5058e+09 1.2942e+12 32711
## + Neighborhood_Crawfor 1 3.8238e+09 1.2949e+12 32712
## + Neighborhood_SawyerW 1 2.8957e+09 1.2958e+12 32713
## + Neighborhood_CollgCr 1 2.7013e+09 1.2960e+12 32713
## + Neighborhood_Edwards 1 1.7439e+09 1.2970e+12 32714
## <none> 1.2987e+12 32714
## + Neighborhood_Timber 1 1.5090e+09 1.2972e+12 32714
## + Neighborhood_MeadowV 1 1.2150e+09 1.2975e+12 32715
## + Neighborhood_BrkSide 1 1.1672e+09 1.2976e+12 32715
## + Neighborhood_Blmngtn 1 7.2810e+08 1.2980e+12 32715
## + Neighborhood_Blueste 1 6.0791e+08 1.2981e+12 32716
## + Neighborhood_Sawyer 1 3.8479e+08 1.2984e+12 32716
## + MiscVal 1 3.3790e+08 1.2984e+12 32716
## + Neighborhood_Mitchel 1 3.1159e+08 1.2984e+12 32716
## + Neighborhood_Gilbert 1 2.0335e+08 1.2985e+12 32716
## + Neighborhood_Landmrk 1 1.4409e+08 1.2986e+12 32716
##
## Step: AIC=32598.55
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt
##
## Df Sum of Sq RSS AIC
## + HouseAge 1 6.2383e+10 1.1438e+12 32516
## + TotalFloorSF 1 5.4708e+10 1.1515e+12 32527
## + Neighborhood_NoRidge 1 5.1132e+10 1.1551e+12 32532
## + Neighborhood_Somerst 1 2.1695e+10 1.1845e+12 32572
## + Neighborhood_NWAmes 1 1.8914e+10 1.1873e+12 32575
## + Neighborhood_StoneBr 1 1.6883e+10 1.1893e+12 32578
## + Neighborhood_SWISU 1 1.0453e+10 1.1958e+12 32587
## + Neighborhood_GrnHill 1 9.5353e+09 1.1967e+12 32588
## + Neighborhood_CollgCr 1 7.9308e+09 1.1983e+12 32590
## + Neighborhood_NAmes 1 6.5246e+09 1.1997e+12 32592
## + Neighborhood_Greens 1 6.3841e+09 1.1998e+12 32592
## + Neighborhood_BrDale 1 6.2324e+09 1.2000e+12 32592
## + Neighborhood_Crawfor 1 6.0229e+09 1.2002e+12 32593
## + Neighborhood_NPkVill 1 5.5187e+09 1.2007e+12 32593
## + Neighborhood_OldTown 1 4.6902e+09 1.2015e+12 32594
## + Neighborhood_IDOTRR 1 4.4792e+09 1.2017e+12 32595
## + Neighborhood_ClearCr 1 3.7830e+09 1.2024e+12 32596
## + Neighborhood_Timber 1 3.6178e+09 1.2026e+12 32596
## + Neighborhood_Edwards 1 2.2733e+09 1.2039e+12 32598
## + Neighborhood_Blmngtn 1 1.8709e+09 1.2043e+12 32598
## + Neighborhood_Gilbert 1 1.6875e+09 1.2045e+12 32598
## <none> 1.2062e+12 32599
## + Neighborhood_BrkSide 1 1.0450e+09 1.2052e+12 32599
## + Neighborhood_SawyerW 1 9.9184e+08 1.2052e+12 32599
## + Neighborhood_MeadowV 1 6.1970e+08 1.2056e+12 32600
## + Neighborhood_Sawyer 1 5.4492e+08 1.2057e+12 32600
## + Neighborhood_Blueste 1 3.6105e+08 1.2059e+12 32600
## + MiscVal 1 1.7042e+08 1.2060e+12 32600
## + Neighborhood_Landmrk 1 1.0826e+08 1.2061e+12 32600
## + Neighborhood_Mitchel 1 1.0614e+08 1.2061e+12 32600
##
## Step: AIC=32515.9
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge
##
## Df Sum of Sq RSS AIC
## + TotalFloorSF 1 8.1768e+10 1.0621e+12 32400
## + Neighborhood_NoRidge 1 5.0515e+10 1.0933e+12 32446
## + Neighborhood_NWAmes 1 1.9592e+10 1.1242e+12 32490
## + Neighborhood_Crawfor 1 1.7185e+10 1.1267e+12 32494
## + Neighborhood_StoneBr 1 1.6186e+10 1.1277e+12 32495
## + Neighborhood_Somerst 1 1.1773e+10 1.1321e+12 32501
## + Neighborhood_BrkSide 1 8.9107e+09 1.1349e+12 32505
## + Neighborhood_GrnHill 1 8.7702e+09 1.1351e+12 32506
## + Neighborhood_BrDale 1 6.9428e+09 1.1369e+12 32508
## + Neighborhood_NPkVill 1 5.7361e+09 1.1381e+12 32510
## + Neighborhood_NAmes 1 5.4838e+09 1.1384e+12 32510
## + Neighborhood_Greens 1 4.9404e+09 1.1389e+12 32511
## + Neighborhood_SawyerW 1 4.9244e+09 1.1389e+12 32511
## + Neighborhood_ClearCr 1 4.0662e+09 1.1398e+12 32512
## + Neighborhood_SWISU 1 3.5964e+09 1.1402e+12 32513
## + Neighborhood_OldTown 1 3.5534e+09 1.1403e+12 32513
## + Neighborhood_Mitchel 1 2.3513e+09 1.1415e+12 32515
## + Neighborhood_Timber 1 1.6197e+09 1.1422e+12 32516
## + Neighborhood_Edwards 1 1.4688e+09 1.1424e+12 32516
## <none> 1.1438e+12 32516
## + Neighborhood_Sawyer 1 1.2828e+09 1.1426e+12 32516
## + Neighborhood_Blmngtn 1 5.7281e+08 1.1433e+12 32517
## + Neighborhood_Blueste 1 5.4193e+08 1.1433e+12 32517
## + Neighborhood_Gilbert 1 5.1069e+08 1.1433e+12 32517
## + Neighborhood_Landmrk 1 2.8039e+08 1.1436e+12 32518
## + Neighborhood_CollgCr 1 2.6962e+08 1.1436e+12 32518
## + Neighborhood_IDOTRR 1 1.3832e+08 1.1437e+12 32518
## + MiscVal 1 9.8141e+07 1.1437e+12 32518
## + Neighborhood_MeadowV 1 5.2619e+06 1.1438e+12 32518
##
## Step: AIC=32399.68
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NoRidge 1 3.2298e+10 1.0298e+12 32352
## + Neighborhood_StoneBr 1 2.1241e+10 1.0408e+12 32369
## + Neighborhood_NWAmes 1 2.0744e+10 1.0413e+12 32370
## + Neighborhood_Crawfor 1 1.4492e+10 1.0476e+12 32380
## + Neighborhood_GrnHill 1 1.0290e+10 1.0518e+12 32386
## + Neighborhood_Somerst 1 9.0257e+09 1.0530e+12 32388
## + Neighborhood_BrkSide 1 8.5013e+09 1.0536e+12 32389
## + Neighborhood_SawyerW 1 8.2833e+09 1.0538e+12 32389
## + Neighborhood_BrDale 1 6.8372e+09 1.0552e+12 32391
## + Neighborhood_Gilbert 1 5.4237e+09 1.0566e+12 32394
## + Neighborhood_SWISU 1 4.0158e+09 1.0581e+12 32396
## + Neighborhood_NPkVill 1 3.9840e+09 1.0581e+12 32396
## + Neighborhood_Timber 1 2.5142e+09 1.0596e+12 32398
## + Neighborhood_ClearCr 1 2.0959e+09 1.0600e+12 32399
## + Neighborhood_Mitchel 1 1.4428e+09 1.0606e+12 32400
## <none> 1.0621e+12 32400
## + Neighborhood_Greens 1 1.2696e+09 1.0608e+12 32400
## + Neighborhood_Edwards 1 1.0182e+09 1.0611e+12 32400
## + Neighborhood_NAmes 1 9.7665e+08 1.0611e+12 32400
## + Neighborhood_OldTown 1 6.9402e+08 1.0614e+12 32401
## + Neighborhood_Blmngtn 1 5.9906e+08 1.0615e+12 32401
## + Neighborhood_CollgCr 1 5.6011e+08 1.0615e+12 32401
## + Neighborhood_Blueste 1 4.0412e+08 1.0617e+12 32401
## + Neighborhood_Landmrk 1 3.7733e+08 1.0617e+12 32401
## + Neighborhood_IDOTRR 1 3.0325e+08 1.0618e+12 32401
## + Neighborhood_MeadowV 1 6.1751e+07 1.0620e+12 32402
## + Neighborhood_Sawyer 1 4.0802e+07 1.0620e+12 32402
## + MiscVal 1 5.4190e+06 1.0621e+12 32402
##
## Step: AIC=32352.45
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge
##
## Df Sum of Sq RSS AIC
## + Neighborhood_StoneBr 1 2.6918e+10 1.0029e+12 32312
## + Neighborhood_Crawfor 1 1.7726e+10 1.0120e+12 32327
## + Neighborhood_NWAmes 1 1.5906e+10 1.0139e+12 32330
## + Neighborhood_Somerst 1 1.3171e+10 1.0166e+12 32334
## + Neighborhood_GrnHill 1 1.0756e+10 1.0190e+12 32338
## + Neighborhood_BrkSide 1 7.7240e+09 1.0220e+12 32342
## + Neighborhood_BrDale 1 7.1263e+09 1.0226e+12 32343
## + Neighborhood_SawyerW 1 5.5894e+09 1.0242e+12 32346
## + Neighborhood_Timber 1 3.9842e+09 1.0258e+12 32348
## + Neighborhood_NPkVill 1 3.7622e+09 1.0260e+12 32349
## + Neighborhood_SWISU 1 3.7226e+09 1.0260e+12 32349
## + Neighborhood_Gilbert 1 3.0691e+09 1.0267e+12 32350
## + Neighborhood_CollgCr 1 1.7915e+09 1.0280e+12 32352
## + Neighborhood_ClearCr 1 1.4527e+09 1.0283e+12 32352
## <none> 1.0298e+12 32352
## + Neighborhood_Edwards 1 1.1498e+09 1.0286e+12 32353
## + Neighborhood_Greens 1 1.0849e+09 1.0287e+12 32353
## + Neighborhood_Mitchel 1 1.0110e+09 1.0288e+12 32353
## + Neighborhood_Blmngtn 1 9.2921e+08 1.0288e+12 32353
## + Neighborhood_NAmes 1 8.1409e+08 1.0290e+12 32353
## + Neighborhood_OldTown 1 7.0966e+08 1.0291e+12 32353
## + Neighborhood_IDOTRR 1 3.8044e+08 1.0294e+12 32354
## + Neighborhood_Blueste 1 3.7515e+08 1.0294e+12 32354
## + Neighborhood_Landmrk 1 3.5069e+08 1.0294e+12 32354
## + Neighborhood_MeadowV 1 1.5411e+08 1.0296e+12 32354
## + Neighborhood_Sawyer 1 1.0613e+08 1.0297e+12 32354
## + MiscVal 1 1.9347e+07 1.0298e+12 32354
##
## Step: AIC=32312.23
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Crawfor 1 1.9256e+10 9.8360e+11 32283
## + Neighborhood_Somerst 1 1.7940e+10 9.8491e+11 32285
## + Neighborhood_NWAmes 1 1.3613e+10 9.8924e+11 32292
## + Neighborhood_GrnHill 1 1.1195e+10 9.9166e+11 32296
## + Neighborhood_BrkSide 1 7.5394e+09 9.9531e+11 32302
## + Neighborhood_BrDale 1 6.6281e+09 9.9622e+11 32304
## + Neighborhood_Timber 1 5.1864e+09 9.9767e+11 32306
## + Neighborhood_SawyerW 1 4.2916e+09 9.9856e+11 32307
## + Neighborhood_SWISU 1 3.5279e+09 9.9932e+11 32309
## + Neighborhood_CollgCr 1 3.4518e+09 9.9940e+11 32309
## + Neighborhood_NPkVill 1 3.1386e+09 9.9971e+11 32309
## + Neighborhood_Gilbert 1 2.1138e+09 1.0007e+12 32311
## + Neighborhood_Blmngtn 1 1.4661e+09 1.0014e+12 32312
## + Neighborhood_Edwards 1 1.3376e+09 1.0015e+12 32312
## <none> 1.0029e+12 32312
## + Neighborhood_ClearCr 1 1.2326e+09 1.0016e+12 32312
## + Neighborhood_Mitchel 1 7.9874e+08 1.0021e+12 32313
## + Neighborhood_NAmes 1 6.5876e+08 1.0022e+12 32313
## + Neighborhood_Greens 1 6.3892e+08 1.0022e+12 32313
## + Neighborhood_OldTown 1 5.7178e+08 1.0023e+12 32313
## + Neighborhood_IDOTRR 1 3.8951e+08 1.0025e+12 32314
## + Neighborhood_Landmrk 1 3.1936e+08 1.0025e+12 32314
## + Neighborhood_Blueste 1 2.6522e+08 1.0026e+12 32314
## + Neighborhood_MeadowV 1 2.1695e+08 1.0026e+12 32314
## + Neighborhood_Sawyer 1 1.2651e+08 1.0027e+12 32314
## + MiscVal 1 4.3262e+07 1.0028e+12 32314
##
## Step: AIC=32283.33
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Somerst 1 1.8710e+10 9.6489e+11 32255
## + Neighborhood_NWAmes 1 1.1554e+10 9.7204e+11 32266
## + Neighborhood_GrnHill 1 1.1288e+10 9.7231e+11 32267
## + Neighborhood_BrkSide 1 9.6918e+09 9.7391e+11 32270
## + Neighborhood_BrDale 1 6.5451e+09 9.7705e+11 32275
## + Neighborhood_Timber 1 5.7515e+09 9.7785e+11 32276
## + Neighborhood_CollgCr 1 3.8200e+09 9.7978e+11 32279
## + Neighborhood_SawyerW 1 3.7836e+09 9.7981e+11 32279
## + Neighborhood_NPkVill 1 2.9910e+09 9.8061e+11 32280
## + Neighborhood_SWISU 1 2.6125e+09 9.8098e+11 32281
## + Neighborhood_OldTown 1 2.4553e+09 9.8114e+11 32281
## + Neighborhood_Gilbert 1 1.8315e+09 9.8177e+11 32282
## + Neighborhood_Blmngtn 1 1.4578e+09 9.8214e+11 32283
## <none> 9.8360e+11 32283
## + Neighborhood_ClearCr 1 8.6420e+08 9.8273e+11 32284
## + Neighborhood_Edwards 1 8.3221e+08 9.8277e+11 32284
## + Neighborhood_Mitchel 1 6.6993e+08 9.8293e+11 32284
## + Neighborhood_Greens 1 5.3689e+08 9.8306e+11 32284
## + Neighborhood_Landmrk 1 3.2796e+08 9.8327e+11 32285
## + Neighborhood_MeadowV 1 2.8132e+08 9.8332e+11 32285
## + Neighborhood_Blueste 1 2.5532e+08 9.8334e+11 32285
## + Neighborhood_NAmes 1 1.4625e+08 9.8345e+11 32285
## + Neighborhood_IDOTRR 1 9.1956e+07 9.8351e+11 32285
## + Neighborhood_Sawyer 1 5.2778e+07 9.8354e+11 32285
## + MiscVal 1 3.8733e+07 9.8356e+11 32285
##
## Step: AIC=32254.71
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst
##
## Df Sum of Sq RSS AIC
## + Neighborhood_GrnHill 1 1.1720e+10 9.5317e+11 32237
## + Neighborhood_BrkSide 1 9.6412e+09 9.5525e+11 32241
## + Neighborhood_NWAmes 1 9.4502e+09 9.5544e+11 32241
## + Neighborhood_CollgCr 1 8.5948e+09 9.5629e+11 32242
## + Neighborhood_Timber 1 7.4963e+09 9.5739e+11 32244
## + Neighborhood_BrDale 1 5.2449e+09 9.5964e+11 32248
## + Neighborhood_Blmngtn 1 2.7044e+09 9.6218e+11 32252
## + Neighborhood_SWISU 1 2.5433e+09 9.6234e+11 32253
## + Neighborhood_NPkVill 1 2.1305e+09 9.6276e+11 32253
## + Neighborhood_SawyerW 1 2.0616e+09 9.6283e+11 32253
## + Neighborhood_OldTown 1 1.9084e+09 9.6298e+11 32254
## <none> 9.6489e+11 32255
## + Neighborhood_Edwards 1 9.1568e+08 9.6397e+11 32255
## + Neighborhood_ClearCr 1 8.6794e+08 9.6402e+11 32255
## + Neighborhood_Gilbert 1 4.1101e+08 9.6448e+11 32256
## + Neighborhood_Mitchel 1 3.4477e+08 9.6454e+11 32256
## + Neighborhood_Landmrk 1 2.4607e+08 9.6464e+11 32256
## + Neighborhood_Greens 1 2.4279e+08 9.6464e+11 32256
## + Neighborhood_MeadowV 1 1.7475e+08 9.6471e+11 32256
## + Neighborhood_Blueste 1 9.7968e+07 9.6479e+11 32257
## + Neighborhood_IDOTRR 1 9.4557e+07 9.6479e+11 32257
## + MiscVal 1 6.8956e+07 9.6482e+11 32257
## + Neighborhood_NAmes 1 6.7034e+07 9.6482e+11 32257
## + Neighborhood_Sawyer 1 4.0952e+07 9.6485e+11 32257
##
## Step: AIC=32237.23
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill
##
## Df Sum of Sq RSS AIC
## + Neighborhood_BrkSide 1 9582123513 9.4359e+11 32223
## + Neighborhood_NWAmes 1 9187380385 9.4398e+11 32224
## + Neighborhood_CollgCr 1 9065872979 9.4410e+11 32224
## + Neighborhood_Timber 1 7712456306 9.4545e+11 32226
## + Neighborhood_BrDale 1 5193422852 9.4797e+11 32231
## + Neighborhood_Blmngtn 1 2798693797 9.5037e+11 32235
## + Neighborhood_SWISU 1 2537764447 9.5063e+11 32235
## + Neighborhood_NPkVill 1 2066215530 9.5110e+11 32236
## + Neighborhood_SawyerW 1 1939844212 9.5123e+11 32236
## + Neighborhood_OldTown 1 1821341877 9.5135e+11 32236
## <none> 9.5317e+11 32237
## + Neighborhood_Edwards 1 902721352 9.5226e+11 32238
## + Neighborhood_ClearCr 1 831995752 9.5234e+11 32238
## + Neighborhood_Gilbert 1 363544412 9.5280e+11 32239
## + Neighborhood_Mitchel 1 305417129 9.5286e+11 32239
## + Neighborhood_Landmrk 1 241892062 9.5293e+11 32239
## + Neighborhood_Greens 1 215725412 9.5295e+11 32239
## + Neighborhood_MeadowV 1 167312493 9.5300e+11 32239
## + Neighborhood_IDOTRR 1 100991374 9.5307e+11 32239
## + Neighborhood_Blueste 1 90733413 9.5308e+11 32239
## + MiscVal 1 75496532 9.5309e+11 32239
## + Neighborhood_NAmes 1 45785220 9.5312e+11 32239
## + Neighborhood_Sawyer 1 33505901 9.5313e+11 32239
##
## Step: AIC=32223.13
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide
##
## Df Sum of Sq RSS AIC
## + Neighborhood_CollgCr 1 8819025734 9.3477e+11 32210
## + Neighborhood_NWAmes 1 8663570575 9.3492e+11 32210
## + Neighborhood_Timber 1 7490881354 9.3609e+11 32212
## + Neighborhood_OldTown 1 5215957372 9.3837e+11 32216
## + Neighborhood_BrDale 1 4603868631 9.3898e+11 32217
## + Neighborhood_Blmngtn 1 2833711547 9.4075e+11 32220
## + Neighborhood_SawyerW 1 1935834164 9.4165e+11 32222
## + Neighborhood_NPkVill 1 1788715353 9.4180e+11 32222
## + Neighborhood_SWISU 1 1742328815 9.4184e+11 32222
## <none> 9.4359e+11 32223
## + Neighborhood_ClearCr 1 845844415 9.4274e+11 32224
## + Neighborhood_Gilbert 1 429923565 9.4316e+11 32224
## + Neighborhood_Edwards 1 427718693 9.4316e+11 32224
## + Neighborhood_Mitchel 1 267596395 9.4332e+11 32225
## + Neighborhood_Landmrk 1 234438840 9.4335e+11 32225
## + Neighborhood_Greens 1 165711813 9.4342e+11 32225
## + Neighborhood_MeadowV 1 80749064 9.4350e+11 32225
## + MiscVal 1 79663764 9.4351e+11 32225
## + Neighborhood_Blueste 1 59796328 9.4353e+11 32225
## + Neighborhood_NAmes 1 54639870 9.4353e+11 32225
## + Neighborhood_IDOTRR 1 3899310 9.4358e+11 32225
## + Neighborhood_Sawyer 1 155827 9.4359e+11 32225
##
## Step: AIC=32210.16
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Timber 1 9875493001 9.2489e+11 32195
## + Neighborhood_NWAmes 1 6594497254 9.2817e+11 32201
## + Neighborhood_Blmngtn 1 4082643933 9.3068e+11 32205
## + Neighborhood_OldTown 1 4057590772 9.3071e+11 32205
## + Neighborhood_BrDale 1 3849173305 9.3092e+11 32206
## + Neighborhood_SWISU 1 1826211224 9.3294e+11 32209
## + Neighborhood_NPkVill 1 1318822023 9.3345e+11 32210
## <none> 9.3477e+11 32210
## + Neighborhood_SawyerW 1 722438147 9.3404e+11 32211
## + Neighborhood_ClearCr 1 555205662 9.3421e+11 32211
## + Neighborhood_NAmes 1 447971881 9.3432e+11 32211
## + Neighborhood_Edwards 1 262374056 9.3450e+11 32212
## + Neighborhood_Landmrk 1 174734586 9.3459e+11 32212
## + MiscVal 1 99011717 9.3467e+11 32212
## + Neighborhood_Greens 1 65390228 9.3470e+11 32212
## + Neighborhood_Sawyer 1 59869842 9.3471e+11 32212
## + Neighborhood_Gilbert 1 21628334 9.3474e+11 32212
## + Neighborhood_MeadowV 1 16898435 9.3475e+11 32212
## + Neighborhood_Mitchel 1 13167089 9.3475e+11 32212
## + Neighborhood_Blueste 1 12066084 9.3475e+11 32212
## + Neighborhood_IDOTRR 1 56513 9.3477e+11 32212
##
## Step: AIC=32195.23
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NWAmes 1 5273390001 9.1962e+11 32188
## + Neighborhood_Blmngtn 1 4727663533 9.2016e+11 32189
## + Neighborhood_BrDale 1 3671239379 9.2122e+11 32191
## + Neighborhood_OldTown 1 3511410220 9.2138e+11 32191
## + Neighborhood_SWISU 1 1858922233 9.2303e+11 32194
## <none> 9.2489e+11 32195
## + Neighborhood_NPkVill 1 1146510576 9.2374e+11 32195
## + Neighborhood_NAmes 1 832648843 9.2406e+11 32196
## + Neighborhood_Gilbert 1 340779918 9.2455e+11 32197
## + Neighborhood_ClearCr 1 332878444 9.2456e+11 32197
## + Neighborhood_SawyerW 1 290734739 9.2460e+11 32197
## + Neighborhood_Edwards 1 204419144 9.2469e+11 32197
## + Neighborhood_Landmrk 1 154805459 9.2474e+11 32197
## + Neighborhood_Sawyer 1 121756249 9.2477e+11 32197
## + MiscVal 1 97481666 9.2479e+11 32197
## + Neighborhood_Greens 1 25717311 9.2486e+11 32197
## + Neighborhood_MeadowV 1 16835747 9.2487e+11 32197
## + Neighborhood_Mitchel 1 10795212 9.2488e+11 32197
## + Neighborhood_Blueste 1 3714272 9.2489e+11 32197
## + Neighborhood_IDOTRR 1 1089773 9.2489e+11 32197
##
## Step: AIC=32188.12
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Blmngtn 1 4237669944 9.1538e+11 32183
## + Neighborhood_BrDale 1 3872163673 9.1575e+11 32183
## + Neighborhood_OldTown 1 3034982175 9.1658e+11 32185
## + Neighborhood_SWISU 1 2064270453 9.1755e+11 32187
## + Neighborhood_NPkVill 1 1322731890 9.1829e+11 32188
## <none> 9.1962e+11 32188
## + Neighborhood_SawyerW 1 716861072 9.1890e+11 32189
## + Neighborhood_ClearCr 1 556694557 9.1906e+11 32189
## + Neighborhood_Edwards 1 359974187 9.1926e+11 32189
## + Neighborhood_NAmes 1 322115990 9.1930e+11 32190
## + Neighborhood_Landmrk 1 172361030 9.1944e+11 32190
## + MiscVal 1 77619747 9.1954e+11 32190
## + Neighborhood_Greens 1 55669422 9.1956e+11 32190
## + Neighborhood_Sawyer 1 43709906 9.1957e+11 32190
## + Neighborhood_Gilbert 1 42259480 9.1958e+11 32190
## + Neighborhood_MeadowV 1 26634710 9.1959e+11 32190
## + Neighborhood_Mitchel 1 12789584 9.1960e+11 32190
## + Neighborhood_Blueste 1 11228832 9.1961e+11 32190
## + Neighborhood_IDOTRR 1 8467809 9.1961e+11 32190
##
## Step: AIC=32182.75
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn
##
## Df Sum of Sq RSS AIC
## + Neighborhood_BrDale 1 3459909347 9.1192e+11 32179
## + Neighborhood_OldTown 1 2775582836 9.1260e+11 32180
## + Neighborhood_SWISU 1 2031949086 9.1335e+11 32181
## <none> 9.1538e+11 32183
## + Neighborhood_NPkVill 1 1083595771 9.1430e+11 32183
## + Neighborhood_ClearCr 1 567604129 9.1481e+11 32184
## + Neighborhood_NAmes 1 436013925 9.1494e+11 32184
## + Neighborhood_SawyerW 1 426808640 9.1495e+11 32184
## + Neighborhood_Edwards 1 351096003 9.1503e+11 32184
## + Neighborhood_Gilbert 1 225378122 9.1515e+11 32184
## + Neighborhood_Landmrk 1 148215165 9.1523e+11 32184
## + MiscVal 1 87037318 9.1529e+11 32185
## + Neighborhood_Sawyer 1 62050601 9.1532e+11 32185
## + Neighborhood_Greens 1 20861426 9.1536e+11 32185
## + Neighborhood_IDOTRR 1 8902578 9.1537e+11 32185
## + Neighborhood_MeadowV 1 7649151 9.1537e+11 32185
## + Neighborhood_Blueste 1 919799 9.1538e+11 32185
## + Neighborhood_Mitchel 1 56425 9.1538e+11 32185
##
## Step: AIC=32178.72
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale
##
## Df Sum of Sq RSS AIC
## + Neighborhood_OldTown 1 2487619683 9.0943e+11 32176
## + Neighborhood_SWISU 1 2182857797 9.0974e+11 32177
## + Neighborhood_NPkVill 1 1298165922 9.1062e+11 32178
## <none> 9.1192e+11 32179
## + Neighborhood_SawyerW 1 577733930 9.1134e+11 32180
## + Neighborhood_ClearCr 1 504619389 9.1142e+11 32180
## + Neighborhood_Edwards 1 424520607 9.1150e+11 32180
## + Neighborhood_NAmes 1 285333583 9.1163e+11 32180
## + Neighborhood_Landmrk 1 167109477 9.1175e+11 32180
## + Neighborhood_Gilbert 1 115603955 9.1180e+11 32181
## + MiscVal 1 78716097 9.1184e+11 32181
## + Neighborhood_Greens 1 43212099 9.1188e+11 32181
## + Neighborhood_MeadowV 1 37251073 9.1188e+11 32181
## + Neighborhood_Sawyer 1 33703761 9.1189e+11 32181
## + Neighborhood_IDOTRR 1 25233886 9.1189e+11 32181
## + Neighborhood_Blueste 1 9250641 9.1191e+11 32181
## + Neighborhood_Mitchel 1 5430242 9.1191e+11 32181
##
## Step: AIC=32176.36
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_OldTown
##
## Df Sum of Sq RSS AIC
## + Neighborhood_SWISU 1 1371090417 9.0806e+11 32176
## + Neighborhood_NPkVill 1 1180327255 9.0825e+11 32176
## <none> 9.0943e+11 32176
## + Neighborhood_NAmes 1 1050344977 9.0838e+11 32177
## + Neighborhood_SawyerW 1 663946907 9.0877e+11 32177
## + Neighborhood_ClearCr 1 476345858 9.0896e+11 32178
## + Neighborhood_Landmrk 1 173800727 9.0926e+11 32178
## + Neighborhood_Sawyer 1 118163273 9.0931e+11 32178
## + Neighborhood_Edwards 1 117357491 9.0931e+11 32178
## + MiscVal 1 104525795 9.0933e+11 32178
## + Neighborhood_IDOTRR 1 91424723 9.0934e+11 32178
## + Neighborhood_Gilbert 1 38953178 9.0939e+11 32178
## + Neighborhood_Greens 1 34429092 9.0940e+11 32178
## + Neighborhood_MeadowV 1 18833385 9.0941e+11 32178
## + Neighborhood_Mitchel 1 9293433 9.0942e+11 32178
## + Neighborhood_Blueste 1 5520952 9.0943e+11 32178
##
## Step: AIC=32175.96
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_OldTown + Neighborhood_SWISU
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NPkVill 1 1273130389 9.0679e+11 32176
## <none> 9.0806e+11 32176
## + Neighborhood_NAmes 1 691139630 9.0737e+11 32177
## + Neighborhood_SawyerW 1 669912529 9.0739e+11 32177
## + Neighborhood_ClearCr 1 482662602 9.0758e+11 32177
## + Neighborhood_Edwards 1 225628837 9.0784e+11 32178
## + Neighborhood_Landmrk 1 174547740 9.0789e+11 32178
## + MiscVal 1 89858197 9.0797e+11 32178
## + Neighborhood_Sawyer 1 75034493 9.0799e+11 32178
## + Neighborhood_Gilbert 1 55045138 9.0801e+11 32178
## + Neighborhood_Greens 1 45464189 9.0802e+11 32178
## + Neighborhood_MeadowV 1 30525521 9.0803e+11 32178
## + Neighborhood_IDOTRR 1 14161217 9.0805e+11 32178
## + Neighborhood_Mitchel 1 10531757 9.0805e+11 32178
## + Neighborhood_Blueste 1 8991286 9.0805e+11 32178
##
## Step: AIC=32175.72
## SalePrice ~ OverallQual + TotalSqftCalc + LotArea + Neighborhood_NridgHt +
## HouseAge + TotalFloorSF + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_OldTown + Neighborhood_SWISU + Neighborhood_NPkVill
##
## Df Sum of Sq RSS AIC
## <none> 9.0679e+11 32176
## + Neighborhood_SawyerW 1 794917062 9.0599e+11 32176
## + Neighborhood_NAmes 1 530851580 9.0626e+11 32177
## + Neighborhood_ClearCr 1 464807107 9.0632e+11 32177
## + Neighborhood_Edwards 1 267545348 9.0652e+11 32177
## + Neighborhood_Landmrk 1 185947939 9.0660e+11 32177
## + MiscVal 1 81991145 9.0671e+11 32178
## + Neighborhood_Greens 1 70217408 9.0672e+11 32178
## + Neighborhood_MeadowV 1 53134126 9.0673e+11 32178
## + Neighborhood_Sawyer 1 53023327 9.0673e+11 32178
## + Neighborhood_Gilbert 1 25182951 9.0676e+11 32178
## + Neighborhood_Mitchel 1 21749364 9.0677e+11 32178
## + Neighborhood_Blueste 1 18388736 9.0677e+11 32178
## + Neighborhood_IDOTRR 1 4710940 9.0678e+11 32178summary(forward.lm)##
## Call:
## lm(formula = SalePrice ~ OverallQual + TotalSqftCalc + LotArea +
## Neighborhood_NridgHt + HouseAge + TotalFloorSF + Neighborhood_NoRidge +
## Neighborhood_StoneBr + Neighborhood_Crawfor + Neighborhood_Somerst +
## Neighborhood_GrnHill + Neighborhood_BrkSide + Neighborhood_CollgCr +
## Neighborhood_Timber + Neighborhood_NWAmes + Neighborhood_Blmngtn +
## Neighborhood_BrDale + Neighborhood_OldTown + Neighborhood_SWISU +
## Neighborhood_NPkVill, data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -182110 -12500 -4 11697 173603
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -44740.053 4472.317 -10.004 < 2e-16 ***
## OverallQual 17882.533 732.220 24.422 < 2e-16 ***
## TotalSqftCalc 33.725 1.470 22.945 < 2e-16 ***
## LotArea 1.922 0.142 13.533 < 2e-16 ***
## Neighborhood_NridgHt 50066.856 3374.573 14.837 < 2e-16 ***
## HouseAge -310.046 35.310 -8.781 < 2e-16 ***
## TotalFloorSF 22.142 2.209 10.023 < 2e-16 ***
## Neighborhood_NoRidge 36847.281 3914.715 9.413 < 2e-16 ***
## Neighborhood_StoneBr 41280.029 5167.431 7.989 2.62e-15 ***
## Neighborhood_Crawfor 21491.506 3459.903 6.212 6.70e-10 ***
## Neighborhood_Somerst 20569.201 3302.949 6.228 6.07e-10 ***
## Neighborhood_GrnHill 110085.875 24065.301 4.574 5.15e-06 ***
## Neighborhood_BrkSide 12828.989 3326.767 3.856 0.000120 ***
## Neighborhood_CollgCr 8605.798 2301.943 3.738 0.000192 ***
## Neighborhood_Timber 17825.254 4666.197 3.820 0.000139 ***
## Neighborhood_NWAmes -8462.917 2875.559 -2.943 0.003298 **
## Neighborhood_Blmngtn 16156.019 6685.906 2.416 0.015787 *
## Neighborhood_BrDale -14516.426 5848.978 -2.482 0.013173 *
## Neighborhood_OldTown 4733.693 2880.741 1.643 0.100537
## Neighborhood_SWISU -7799.861 4894.638 -1.594 0.111237
## Neighborhood_NPkVill -9170.596 6170.916 -1.486 0.137453
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24010 on 1573 degrees of freedom
## Multiple R-squared: 0.8837, Adjusted R-squared: 0.8822
## F-statistic: 597.5 on 20 and 1573 DF, p-value: < 2.2e-16backward.lm <- stepAIC(object=upper.lm,direction=c('backward'));## Start: AIC=32195.06
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_Blueste +
## Neighborhood_BrDale + Neighborhood_BrkSide + Neighborhood_ClearCr +
## Neighborhood_CollgCr + Neighborhood_Crawfor + Neighborhood_Edwards +
## Neighborhood_Gilbert + Neighborhood_Greens + Neighborhood_GrnHill +
## Neighborhood_IDOTRR + Neighborhood_Landmrk + Neighborhood_MeadowV +
## Neighborhood_Mitchel + Neighborhood_NAmes + Neighborhood_NoRidge +
## Neighborhood_NPkVill + Neighborhood_NridgHt + Neighborhood_NWAmes +
## Neighborhood_OldTown + Neighborhood_Sawyer + Neighborhood_SawyerW +
## Neighborhood_Somerst + Neighborhood_StoneBr + Neighborhood_SWISU +
## Neighborhood_Timber + MiscVal
##
## Df Sum of Sq RSS AIC
## - Neighborhood_CollgCr 1 4.9039e+07 9.0306e+11 32193
## - MiscVal 1 6.4906e+07 9.0307e+11 32193
## - Neighborhood_BrkSide 1 1.0634e+08 9.0311e+11 32193
## - Neighborhood_Blmngtn 1 2.0510e+08 9.0321e+11 32193
## - Neighborhood_OldTown 1 2.5194e+08 9.0326e+11 32194
## - Neighborhood_Landmrk 1 5.5176e+08 9.0356e+11 32194
## - Neighborhood_Timber 1 5.6749e+08 9.0357e+11 32194
## - Neighborhood_Blueste 1 6.1956e+08 9.0363e+11 32194
## - Neighborhood_Greens 1 7.4327e+08 9.0375e+11 32194
## - Neighborhood_IDOTRR 1 8.2924e+08 9.0384e+11 32195
## - Neighborhood_Sawyer 1 1.0325e+09 9.0404e+11 32195
## - Neighborhood_NAmes 1 1.0915e+09 9.0410e+11 32195
## <none> 9.0301e+11 32195
## - Neighborhood_Somerst 1 1.1848e+09 9.0419e+11 32195
## - Neighborhood_MeadowV 1 1.1933e+09 9.0420e+11 32195
## - Neighborhood_Gilbert 1 1.3320e+09 9.0434e+11 32195
## - Neighborhood_Mitchel 1 1.4357e+09 9.0444e+11 32196
## - Neighborhood_Crawfor 1 1.5871e+09 9.0459e+11 32196
## - Neighborhood_Edwards 1 1.6097e+09 9.0462e+11 32196
## - Neighborhood_ClearCr 1 1.7948e+09 9.0480e+11 32196
## - Neighborhood_SawyerW 1 2.2685e+09 9.0528e+11 32197
## - Neighborhood_SWISU 1 2.6678e+09 9.0567e+11 32198
## - Neighborhood_NPkVill 1 2.8341e+09 9.0584e+11 32198
## - Neighborhood_NWAmes 1 4.4663e+09 9.0747e+11 32201
## - Neighborhood_BrDale 1 4.7752e+09 9.0778e+11 32201
## - Neighborhood_NoRidge 1 8.1589e+09 9.1117e+11 32207
## - Neighborhood_StoneBr 1 9.0122e+09 9.1202e+11 32209
## - Neighborhood_GrnHill 1 9.3524e+09 9.1236e+11 32209
## - Neighborhood_NridgHt 1 1.9648e+10 9.2265e+11 32227
## - HouseAge 1 2.8624e+10 9.3163e+11 32243
## - TotalFloorSF 1 5.5709e+10 9.5872e+11 32288
## - LotArea 1 8.8533e+10 9.9154e+11 32342
## - TotalSqftCalc 1 2.7443e+11 1.1774e+12 32616
## - OverallQual 1 3.0500e+11 1.2080e+12 32657
##
## Step: AIC=32193.15
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_Blueste +
## Neighborhood_BrDale + Neighborhood_BrkSide + Neighborhood_ClearCr +
## Neighborhood_Crawfor + Neighborhood_Edwards + Neighborhood_Gilbert +
## Neighborhood_Greens + Neighborhood_GrnHill + Neighborhood_IDOTRR +
## Neighborhood_Landmrk + Neighborhood_MeadowV + Neighborhood_Mitchel +
## Neighborhood_NAmes + Neighborhood_NoRidge + Neighborhood_NPkVill +
## Neighborhood_NridgHt + Neighborhood_NWAmes + Neighborhood_OldTown +
## Neighborhood_Sawyer + Neighborhood_SawyerW + Neighborhood_Somerst +
## Neighborhood_StoneBr + Neighborhood_SWISU + Neighborhood_Timber +
## MiscVal
##
## Df Sum of Sq RSS AIC
## - MiscVal 1 6.3203e+07 9.0312e+11 32191
## - Neighborhood_OldTown 1 2.8454e+08 9.0334e+11 32192
## - Neighborhood_Landmrk 1 5.0439e+08 9.0356e+11 32192
## - Neighborhood_Blueste 1 6.1542e+08 9.0367e+11 32192
## - Neighborhood_Blmngtn 1 6.4700e+08 9.0370e+11 32192
## - Neighborhood_BrkSide 1 6.5927e+08 9.0372e+11 32192
## - Neighborhood_Greens 1 7.4854e+08 9.0380e+11 32192
## <none> 9.0306e+11 32193
## - Neighborhood_IDOTRR 1 1.2331e+09 9.0429e+11 32193
## - Neighborhood_MeadowV 1 1.9003e+09 9.0496e+11 32194
## - Neighborhood_Timber 1 2.0698e+09 9.0513e+11 32195
## - Neighborhood_Sawyer 1 2.3994e+09 9.0546e+11 32195
## - Neighborhood_ClearCr 1 2.5718e+09 9.0563e+11 32196
## - Neighborhood_NAmes 1 3.6020e+09 9.0666e+11 32197
## - Neighborhood_Mitchel 1 3.7666e+09 9.0682e+11 32198
## - Neighborhood_Edwards 1 4.0769e+09 9.0713e+11 32198
## - Neighborhood_Gilbert 1 4.2942e+09 9.0735e+11 32199
## - Neighborhood_SWISU 1 4.3422e+09 9.0740e+11 32199
## - Neighborhood_NPkVill 1 4.3466e+09 9.0740e+11 32199
## - Neighborhood_Crawfor 1 5.6492e+09 9.0871e+11 32201
## - Neighborhood_Somerst 1 6.4600e+09 9.0952e+11 32203
## - Neighborhood_SawyerW 1 6.9872e+09 9.1004e+11 32203
## - Neighborhood_BrDale 1 8.0253e+09 9.1108e+11 32205
## - Neighborhood_GrnHill 1 1.0227e+10 9.1328e+11 32209
## - Neighborhood_NWAmes 1 1.4365e+10 9.1742e+11 32216
## - Neighborhood_StoneBr 1 2.2036e+10 9.2509e+11 32230
## - Neighborhood_NoRidge 1 2.6927e+10 9.2998e+11 32238
## - HouseAge 1 2.8719e+10 9.3177e+11 32241
## - TotalFloorSF 1 5.5782e+10 9.5884e+11 32287
## - Neighborhood_NridgHt 1 7.9326e+10 9.8238e+11 32325
## - LotArea 1 9.0273e+10 9.9333e+11 32343
## - TotalSqftCalc 1 2.7961e+11 1.1827e+12 32621
## - OverallQual 1 3.0719e+11 1.2103e+12 32658
##
## Step: AIC=32191.26
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_Blueste +
## Neighborhood_BrDale + Neighborhood_BrkSide + Neighborhood_ClearCr +
## Neighborhood_Crawfor + Neighborhood_Edwards + Neighborhood_Gilbert +
## Neighborhood_Greens + Neighborhood_GrnHill + Neighborhood_IDOTRR +
## Neighborhood_Landmrk + Neighborhood_MeadowV + Neighborhood_Mitchel +
## Neighborhood_NAmes + Neighborhood_NoRidge + Neighborhood_NPkVill +
## Neighborhood_NridgHt + Neighborhood_NWAmes + Neighborhood_OldTown +
## Neighborhood_Sawyer + Neighborhood_SawyerW + Neighborhood_Somerst +
## Neighborhood_StoneBr + Neighborhood_SWISU + Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## - Neighborhood_OldTown 1 2.8524e+08 9.0340e+11 32190
## - Neighborhood_Landmrk 1 5.0442e+08 9.0362e+11 32190
## - Neighborhood_Blueste 1 6.1608e+08 9.0374e+11 32190
## - Neighborhood_Blmngtn 1 6.4555e+08 9.0376e+11 32190
## - Neighborhood_BrkSide 1 6.6176e+08 9.0378e+11 32190
## - Neighborhood_Greens 1 7.5197e+08 9.0387e+11 32191
## <none> 9.0312e+11 32191
## - Neighborhood_IDOTRR 1 1.2366e+09 9.0436e+11 32191
## - Neighborhood_MeadowV 1 1.8976e+09 9.0502e+11 32193
## - Neighborhood_Timber 1 2.0753e+09 9.0519e+11 32193
## - Neighborhood_Sawyer 1 2.3991e+09 9.0552e+11 32193
## - Neighborhood_ClearCr 1 2.5795e+09 9.0570e+11 32194
## - Neighborhood_NAmes 1 3.5607e+09 9.0668e+11 32196
## - Neighborhood_Mitchel 1 3.7634e+09 9.0688e+11 32196
## - Neighborhood_Edwards 1 4.0720e+09 9.0719e+11 32196
## - Neighborhood_Gilbert 1 4.2961e+09 9.0742e+11 32197
## - Neighborhood_SWISU 1 4.3473e+09 9.0747e+11 32197
## - Neighborhood_NPkVill 1 4.3504e+09 9.0747e+11 32197
## - Neighborhood_Crawfor 1 5.6596e+09 9.0878e+11 32199
## - Neighborhood_Somerst 1 6.4474e+09 9.0957e+11 32201
## - Neighborhood_SawyerW 1 6.9710e+09 9.1009e+11 32202
## - Neighborhood_BrDale 1 8.0276e+09 9.1115e+11 32203
## - Neighborhood_GrnHill 1 1.0224e+10 9.1334e+11 32207
## - Neighborhood_NWAmes 1 1.4367e+10 9.1749e+11 32214
## - Neighborhood_StoneBr 1 2.2010e+10 9.2513e+11 32228
## - Neighborhood_NoRidge 1 2.6903e+10 9.3002e+11 32236
## - HouseAge 1 2.8696e+10 9.3181e+11 32239
## - TotalFloorSF 1 5.5721e+10 9.5884e+11 32285
## - Neighborhood_NridgHt 1 7.9273e+10 9.8239e+11 32323
## - LotArea 1 9.0481e+10 9.9360e+11 32341
## - TotalSqftCalc 1 2.7969e+11 1.1828e+12 32619
## - OverallQual 1 3.0785e+11 1.2110e+12 32657
##
## Step: AIC=32189.76
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_Blueste +
## Neighborhood_BrDale + Neighborhood_BrkSide + Neighborhood_ClearCr +
## Neighborhood_Crawfor + Neighborhood_Edwards + Neighborhood_Gilbert +
## Neighborhood_Greens + Neighborhood_GrnHill + Neighborhood_IDOTRR +
## Neighborhood_Landmrk + Neighborhood_MeadowV + Neighborhood_Mitchel +
## Neighborhood_NAmes + Neighborhood_NoRidge + Neighborhood_NPkVill +
## Neighborhood_NridgHt + Neighborhood_NWAmes + Neighborhood_Sawyer +
## Neighborhood_SawyerW + Neighborhood_Somerst + Neighborhood_StoneBr +
## Neighborhood_SWISU + Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## - Neighborhood_Landmrk 1 4.7609e+08 9.0388e+11 32189
## - Neighborhood_Blueste 1 5.1465e+08 9.0392e+11 32189
## - Neighborhood_Greens 1 6.4627e+08 9.0405e+11 32189
## - Neighborhood_Blmngtn 1 7.2550e+08 9.0413e+11 32189
## - Neighborhood_IDOTRR 1 9.7632e+08 9.0438e+11 32189
## <none> 9.0340e+11 32190
## - Neighborhood_MeadowV 1 1.6217e+09 9.0503e+11 32191
## - Neighborhood_Sawyer 1 2.1984e+09 9.0560e+11 32192
## - Neighborhood_ClearCr 1 2.3345e+09 9.0574e+11 32192
## - Neighborhood_Timber 1 2.3535e+09 9.0576e+11 32192
## - Neighborhood_BrkSide 1 2.3894e+09 9.0579e+11 32192
## - Neighborhood_Mitchel 1 3.4943e+09 9.0690e+11 32194
## - Neighborhood_Gilbert 1 4.0175e+09 9.0742e+11 32195
## - Neighborhood_NPkVill 1 4.0660e+09 9.0747e+11 32195
## - Neighborhood_NAmes 1 4.3421e+09 9.0775e+11 32195
## - Neighborhood_SWISU 1 4.4547e+09 9.0786e+11 32196
## - Neighborhood_Edwards 1 4.5053e+09 9.0791e+11 32196
## - Neighborhood_SawyerW 1 6.7242e+09 9.1013e+11 32200
## - Neighborhood_Somerst 1 7.0658e+09 9.1047e+11 32200
## - Neighborhood_BrDale 1 7.8153e+09 9.1122e+11 32201
## - Neighborhood_GrnHill 1 1.0321e+10 9.1373e+11 32206
## - Neighborhood_Crawfor 1 1.0523e+10 9.1393e+11 32206
## - Neighborhood_NWAmes 1 1.5425e+10 9.1883e+11 32215
## - Neighborhood_StoneBr 1 2.2925e+10 9.2633e+11 32228
## - Neighborhood_NoRidge 1 2.8769e+10 9.3217e+11 32238
## - TotalFloorSF 1 5.5496e+10 9.5890e+11 32283
## - HouseAge 1 6.9430e+10 9.7283e+11 32306
## - Neighborhood_NridgHt 1 8.1440e+10 9.8484e+11 32325
## - LotArea 1 9.3823e+10 9.9723e+11 32345
## - TotalSqftCalc 1 2.7977e+11 1.1832e+12 32618
## - OverallQual 1 3.0993e+11 1.2133e+12 32658
##
## Step: AIC=32188.6
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_Blueste +
## Neighborhood_BrDale + Neighborhood_BrkSide + Neighborhood_ClearCr +
## Neighborhood_Crawfor + Neighborhood_Edwards + Neighborhood_Gilbert +
## Neighborhood_Greens + Neighborhood_GrnHill + Neighborhood_IDOTRR +
## Neighborhood_MeadowV + Neighborhood_Mitchel + Neighborhood_NAmes +
## Neighborhood_NoRidge + Neighborhood_NPkVill + Neighborhood_NridgHt +
## Neighborhood_NWAmes + Neighborhood_Sawyer + Neighborhood_SawyerW +
## Neighborhood_Somerst + Neighborhood_StoneBr + Neighborhood_SWISU +
## Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## - Neighborhood_Blueste 1 5.0123e+08 9.0438e+11 32187
## - Neighborhood_Greens 1 6.3511e+08 9.0452e+11 32188
## - Neighborhood_Blmngtn 1 7.5305e+08 9.0463e+11 32188
## - Neighborhood_IDOTRR 1 9.5946e+08 9.0484e+11 32188
## <none> 9.0388e+11 32189
## - Neighborhood_MeadowV 1 1.5766e+09 9.0546e+11 32189
## - Neighborhood_Sawyer 1 2.1477e+09 9.0603e+11 32190
## - Neighborhood_ClearCr 1 2.3232e+09 9.0620e+11 32191
## - Neighborhood_Timber 1 2.3963e+09 9.0628e+11 32191
## - Neighborhood_BrkSide 1 2.4290e+09 9.0631e+11 32191
## - Neighborhood_Mitchel 1 3.4217e+09 9.0730e+11 32193
## - Neighborhood_Gilbert 1 3.9174e+09 9.0780e+11 32193
## - Neighborhood_NPkVill 1 4.0124e+09 9.0789e+11 32194
## - Neighborhood_NAmes 1 4.2444e+09 9.0812e+11 32194
## - Neighborhood_SWISU 1 4.4206e+09 9.0830e+11 32194
## - Neighborhood_Edwards 1 4.4364e+09 9.0832e+11 32194
## - Neighborhood_SawyerW 1 6.6095e+09 9.1049e+11 32198
## - Neighborhood_Somerst 1 7.2224e+09 9.1110e+11 32199
## - Neighborhood_BrDale 1 7.7341e+09 9.1161e+11 32200
## - Neighborhood_GrnHill 1 1.0341e+10 9.1422e+11 32205
## - Neighborhood_Crawfor 1 1.0587e+10 9.1447e+11 32205
## - Neighborhood_NWAmes 1 1.5293e+10 9.1917e+11 32213
## - Neighborhood_StoneBr 1 2.3072e+10 9.2695e+11 32227
## - Neighborhood_NoRidge 1 2.8957e+10 9.3284e+11 32237
## - TotalFloorSF 1 5.5391e+10 9.5927e+11 32281
## - HouseAge 1 6.9082e+10 9.7296e+11 32304
## - Neighborhood_NridgHt 1 8.1908e+10 9.8579e+11 32325
## - LotArea 1 9.4394e+10 9.9827e+11 32345
## - TotalSqftCalc 1 2.8000e+11 1.1839e+12 32617
## - OverallQual 1 3.1022e+11 1.2141e+12 32657
##
## Step: AIC=32187.49
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_BrkSide + Neighborhood_ClearCr + Neighborhood_Crawfor +
## Neighborhood_Edwards + Neighborhood_Gilbert + Neighborhood_Greens +
## Neighborhood_GrnHill + Neighborhood_IDOTRR + Neighborhood_MeadowV +
## Neighborhood_Mitchel + Neighborhood_NAmes + Neighborhood_NoRidge +
## Neighborhood_NPkVill + Neighborhood_NridgHt + Neighborhood_NWAmes +
## Neighborhood_Sawyer + Neighborhood_SawyerW + Neighborhood_Somerst +
## Neighborhood_StoneBr + Neighborhood_SWISU + Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## - Neighborhood_Greens 1 5.9768e+08 9.0498e+11 32187
## - Neighborhood_Blmngtn 1 8.2326e+08 9.0520e+11 32187
## - Neighborhood_IDOTRR 1 9.0325e+08 9.0528e+11 32187
## <none> 9.0438e+11 32187
## - Neighborhood_MeadowV 1 1.4808e+09 9.0586e+11 32188
## - Neighborhood_Sawyer 1 2.0369e+09 9.0642e+11 32189
## - Neighborhood_ClearCr 1 2.3087e+09 9.0669e+11 32190
## - Neighborhood_Timber 1 2.4891e+09 9.0687e+11 32190
## - Neighborhood_BrkSide 1 2.5626e+09 9.0694e+11 32190
## - Neighborhood_Mitchel 1 3.2818e+09 9.0766e+11 32191
## - Neighborhood_Gilbert 1 3.7381e+09 9.0812e+11 32192
## - Neighborhood_NPkVill 1 3.8763e+09 9.0826e+11 32192
## - Neighborhood_NAmes 1 4.0309e+09 9.0841e+11 32193
## - Neighborhood_Edwards 1 4.2844e+09 9.0867e+11 32193
## - Neighborhood_SWISU 1 4.3137e+09 9.0870e+11 32193
## - Neighborhood_SawyerW 1 6.3912e+09 9.1077e+11 32197
## - Neighborhood_BrDale 1 7.5381e+09 9.1192e+11 32199
## - Neighborhood_Somerst 1 7.6267e+09 9.1201e+11 32199
## - Neighborhood_GrnHill 1 1.0389e+10 9.1477e+11 32204
## - Neighborhood_Crawfor 1 1.0784e+10 9.1517e+11 32204
## - Neighborhood_NWAmes 1 1.5029e+10 9.1941e+11 32212
## - Neighborhood_StoneBr 1 2.3493e+10 9.2787e+11 32226
## - Neighborhood_NoRidge 1 2.9365e+10 9.3375e+11 32236
## - TotalFloorSF 1 5.5513e+10 9.5989e+11 32280
## - HouseAge 1 6.8741e+10 9.7312e+11 32302
## - Neighborhood_NridgHt 1 8.3230e+10 9.8761e+11 32326
## - LotArea 1 9.6819e+10 1.0012e+12 32348
## - TotalSqftCalc 1 2.8013e+11 1.1845e+12 32616
## - OverallQual 1 3.0978e+11 1.2142e+12 32655
##
## Step: AIC=32186.54
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_BrkSide + Neighborhood_ClearCr + Neighborhood_Crawfor +
## Neighborhood_Edwards + Neighborhood_Gilbert + Neighborhood_GrnHill +
## Neighborhood_IDOTRR + Neighborhood_MeadowV + Neighborhood_Mitchel +
## Neighborhood_NAmes + Neighborhood_NoRidge + Neighborhood_NPkVill +
## Neighborhood_NridgHt + Neighborhood_NWAmes + Neighborhood_Sawyer +
## Neighborhood_SawyerW + Neighborhood_Somerst + Neighborhood_StoneBr +
## Neighborhood_SWISU + Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## - Neighborhood_IDOTRR 1 8.4515e+08 9.0582e+11 32186
## - Neighborhood_Blmngtn 1 9.0328e+08 9.0588e+11 32186
## <none> 9.0498e+11 32187
## - Neighborhood_MeadowV 1 1.4308e+09 9.0641e+11 32187
## - Neighborhood_Sawyer 1 1.9434e+09 9.0692e+11 32188
## - Neighborhood_ClearCr 1 2.2693e+09 9.0725e+11 32189
## - Neighborhood_Timber 1 2.6140e+09 9.0759e+11 32189
## - Neighborhood_BrkSide 1 2.6952e+09 9.0767e+11 32189
## - Neighborhood_Mitchel 1 3.1653e+09 9.0814e+11 32190
## - Neighborhood_Gilbert 1 3.6058e+09 9.0859e+11 32191
## - Neighborhood_NPkVill 1 3.7240e+09 9.0870e+11 32191
## - Neighborhood_NAmes 1 3.8246e+09 9.0880e+11 32191
## - Neighborhood_Edwards 1 4.1701e+09 9.0915e+11 32192
## - Neighborhood_SWISU 1 4.1943e+09 9.0917e+11 32192
## - Neighborhood_SawyerW 1 6.1930e+09 9.1117e+11 32195
## - Neighborhood_BrDale 1 7.3537e+09 9.1233e+11 32197
## - Neighborhood_Somerst 1 8.0873e+09 9.1307e+11 32199
## - Neighborhood_GrnHill 1 1.0460e+10 9.1544e+11 32203
## - Neighborhood_Crawfor 1 1.1055e+10 9.1603e+11 32204
## - Neighborhood_NWAmes 1 1.4728e+10 9.1971e+11 32210
## - Neighborhood_StoneBr 1 2.4219e+10 9.2920e+11 32227
## - Neighborhood_NoRidge 1 2.9936e+10 9.3492e+11 32236
## - TotalFloorSF 1 5.7599e+10 9.6258e+11 32283
## - HouseAge 1 6.9255e+10 9.7423e+11 32302
## - Neighborhood_NridgHt 1 8.5391e+10 9.9037e+11 32328
## - LotArea 1 9.8670e+10 1.0036e+12 32349
## - TotalSqftCalc 1 2.7977e+11 1.1847e+12 32614
## - OverallQual 1 3.1267e+11 1.2177e+12 32658
##
## Step: AIC=32186.03
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_BrkSide + Neighborhood_ClearCr + Neighborhood_Crawfor +
## Neighborhood_Edwards + Neighborhood_Gilbert + Neighborhood_GrnHill +
## Neighborhood_MeadowV + Neighborhood_Mitchel + Neighborhood_NAmes +
## Neighborhood_NoRidge + Neighborhood_NPkVill + Neighborhood_NridgHt +
## Neighborhood_NWAmes + Neighborhood_Sawyer + Neighborhood_SawyerW +
## Neighborhood_Somerst + Neighborhood_StoneBr + Neighborhood_SWISU +
## Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## - Neighborhood_Blmngtn 1 9.5938e+08 9.0678e+11 32186
## <none> 9.0582e+11 32186
## - Neighborhood_MeadowV 1 1.2563e+09 9.0708e+11 32186
## - Neighborhood_Sawyer 1 1.6238e+09 9.0745e+11 32187
## - Neighborhood_ClearCr 1 2.1413e+09 9.0797e+11 32188
## - Neighborhood_Timber 1 2.7376e+09 9.0856e+11 32189
## - Neighborhood_Mitchel 1 2.8985e+09 9.0872e+11 32189
## - Neighborhood_NAmes 1 3.2187e+09 9.0904e+11 32190
## - Neighborhood_Gilbert 1 3.3978e+09 9.0922e+11 32190
## - Neighborhood_NPkVill 1 3.5046e+09 9.0933e+11 32190
## - Neighborhood_BrkSide 1 3.5075e+09 9.0933e+11 32190
## - Neighborhood_Edwards 1 3.6425e+09 9.0947e+11 32190
## - Neighborhood_SWISU 1 3.7592e+09 9.0958e+11 32191
## - Neighborhood_SawyerW 1 5.8885e+09 9.1171e+11 32194
## - Neighborhood_BrDale 1 7.0084e+09 9.1283e+11 32196
## - Neighborhood_Somerst 1 8.4086e+09 9.1423e+11 32199
## - Neighborhood_GrnHill 1 1.0506e+10 9.1633e+11 32202
## - Neighborhood_Crawfor 1 1.2327e+10 9.1815e+11 32206
## - Neighborhood_NWAmes 1 1.4135e+10 9.1996e+11 32209
## - Neighborhood_StoneBr 1 2.4573e+10 9.3040e+11 32227
## - Neighborhood_NoRidge 1 3.0344e+10 9.3617e+11 32237
## - TotalFloorSF 1 5.7814e+10 9.6364e+11 32283
## - HouseAge 1 7.6621e+10 9.8245e+11 32313
## - Neighborhood_NridgHt 1 8.6143e+10 9.9197e+11 32329
## - LotArea 1 9.9617e+10 1.0054e+12 32350
## - TotalSqftCalc 1 2.8048e+11 1.1863e+12 32614
## - OverallQual 1 3.1238e+11 1.2182e+12 32656
##
## Step: AIC=32185.71
## SalePrice ~ TotalFloorSF + HouseAge + OverallQual + LotArea +
## TotalSqftCalc + Neighborhood_BrDale + Neighborhood_BrkSide +
## Neighborhood_ClearCr + Neighborhood_Crawfor + Neighborhood_Edwards +
## Neighborhood_Gilbert + Neighborhood_GrnHill + Neighborhood_MeadowV +
## Neighborhood_Mitchel + Neighborhood_NAmes + Neighborhood_NoRidge +
## Neighborhood_NPkVill + Neighborhood_NridgHt + Neighborhood_NWAmes +
## Neighborhood_Sawyer + Neighborhood_SawyerW + Neighborhood_Somerst +
## Neighborhood_StoneBr + Neighborhood_SWISU + Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## <none> 9.0678e+11 32186
## - Neighborhood_MeadowV 1 1.4150e+09 9.0820e+11 32186
## - Neighborhood_Sawyer 1 1.7884e+09 9.0857e+11 32187
## - Neighborhood_ClearCr 1 2.1860e+09 9.0897e+11 32188
## - Neighborhood_Timber 1 2.5082e+09 9.0929e+11 32188
## - Neighborhood_Mitchel 1 3.2223e+09 9.1001e+11 32189
## - Neighborhood_BrkSide 1 3.3721e+09 9.1016e+11 32190
## - Neighborhood_NAmes 1 3.5886e+09 9.1037e+11 32190
## - Neighborhood_NPkVill 1 3.7909e+09 9.1057e+11 32190
## - Neighborhood_Edwards 1 3.8484e+09 9.1063e+11 32190
## - Neighborhood_SWISU 1 3.8724e+09 9.1066e+11 32191
## - Neighborhood_Gilbert 1 3.9784e+09 9.1076e+11 32191
## - Neighborhood_SawyerW 1 6.5685e+09 9.1335e+11 32195
## - Neighborhood_BrDale 1 7.4351e+09 9.1422e+11 32197
## - Neighborhood_Somerst 1 7.7161e+09 9.1450e+11 32197
## - Neighborhood_GrnHill 1 1.0397e+10 9.1718e+11 32202
## - Neighborhood_Crawfor 1 1.2070e+10 9.1885e+11 32205
## - Neighborhood_NWAmes 1 1.4929e+10 9.2171e+11 32210
## - Neighborhood_StoneBr 1 2.3858e+10 9.3064e+11 32225
## - Neighborhood_NoRidge 1 2.9556e+10 9.3634e+11 32235
## - TotalFloorSF 1 5.8174e+10 9.6496e+11 32283
## - HouseAge 1 8.0875e+10 9.8766e+11 32320
## - Neighborhood_NridgHt 1 8.5327e+10 9.9211e+11 32327
## - LotArea 1 9.8759e+10 1.0055e+12 32349
## - TotalSqftCalc 1 2.7979e+11 1.1866e+12 32612
## - OverallQual 1 3.1584e+11 1.2226e+12 32660summary(backward.lm)##
## Call:
## lm(formula = SalePrice ~ TotalFloorSF + HouseAge + OverallQual +
## LotArea + TotalSqftCalc + Neighborhood_BrDale + Neighborhood_BrkSide +
## Neighborhood_ClearCr + Neighborhood_Crawfor + Neighborhood_Edwards +
## Neighborhood_Gilbert + Neighborhood_GrnHill + Neighborhood_MeadowV +
## Neighborhood_Mitchel + Neighborhood_NAmes + Neighborhood_NoRidge +
## Neighborhood_NPkVill + Neighborhood_NridgHt + Neighborhood_NWAmes +
## Neighborhood_Sawyer + Neighborhood_SawyerW + Neighborhood_Somerst +
## Neighborhood_StoneBr + Neighborhood_SWISU + Neighborhood_Timber,
## data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -189575 -12405 8 11778 174018
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.586e+04 5.045e+03 -7.108 1.79e-12 ***
## TotalFloorSF 2.294e+01 2.288e+00 10.030 < 2e-16 ***
## HouseAge -3.620e+02 3.061e+01 -11.826 < 2e-16 ***
## OverallQual 1.776e+04 7.599e+02 23.370 < 2e-16 ***
## LotArea 1.931e+00 1.478e-01 13.068 < 2e-16 ***
## TotalSqftCalc 3.334e+01 1.516e+00 21.996 < 2e-16 ***
## Neighborhood_BrDale -2.118e+04 5.907e+03 -3.586 0.000347 ***
## Neighborhood_BrkSide 8.015e+03 3.319e+03 2.415 0.015859 *
## Neighborhood_ClearCr -1.173e+04 6.035e+03 -1.944 0.052049 .
## Neighborhood_Crawfor 1.595e+04 3.492e+03 4.568 5.30e-06 ***
## Neighborhood_Edwards -7.441e+03 2.884e+03 -2.580 0.009980 **
## Neighborhood_Gilbert -7.815e+03 2.980e+03 -2.623 0.008804 **
## Neighborhood_GrnHill 1.023e+05 2.412e+04 4.240 2.36e-05 ***
## Neighborhood_MeadowV -8.144e+03 5.206e+03 -1.564 0.117962
## Neighborhood_Mitchel -7.850e+03 3.326e+03 -2.360 0.018373 *
## Neighborhood_NAmes -5.052e+03 2.028e+03 -2.491 0.012839 *
## Neighborhood_NoRidge 2.877e+04 4.025e+03 7.149 1.34e-12 ***
## Neighborhood_NPkVill -1.593e+04 6.222e+03 -2.560 0.010551 *
## Neighborhood_NridgHt 4.174e+04 3.436e+03 12.147 < 2e-16 ***
## Neighborhood_NWAmes -1.544e+04 3.038e+03 -5.081 4.21e-07 ***
## Neighborhood_Sawyer -5.514e+03 3.135e+03 -1.759 0.078850 .
## Neighborhood_SawyerW -1.080e+04 3.205e+03 -3.370 0.000769 ***
## Neighborhood_Somerst 1.228e+04 3.362e+03 3.653 0.000268 ***
## Neighborhood_StoneBr 3.337e+04 5.196e+03 6.423 1.77e-10 ***
## Neighborhood_SWISU -1.262e+04 4.877e+03 -2.588 0.009751 **
## Neighborhood_Timber 9.928e+03 4.767e+03 2.083 0.037452 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24050 on 1568 degrees of freedom
## Multiple R-squared: 0.8837, Adjusted R-squared: 0.8818
## F-statistic: 476.5 on 25 and 1568 DF, p-value: < 2.2e-16stepwise.lm <- stepAIC(object=sqft.lm,scope=list(upper=formula(upper.lm),lower=~1),
direction=c('both'));## Start: AIC=34233.98
## SalePrice ~ TotalFloorSF
##
## Df Sum of Sq RSS AIC
## + OverallQual 1 1.5397e+12 1.8382e+12 33266
## + HouseAge 1 1.0255e+12 2.3523e+12 33659
## + TotalSqftCalc 1 8.5670e+11 2.5212e+12 33770
## + Neighborhood_NridgHt 1 4.6143e+11 2.9164e+12 34002
## + Neighborhood_OldTown 1 2.4992e+11 3.1280e+12 34113
## + Neighborhood_StoneBr 1 1.3749e+11 3.2404e+12 34170
## + LotArea 1 1.1539e+11 3.2625e+12 34181
## + Neighborhood_Somerst 1 7.3760e+10 3.3041e+12 34201
## + Neighborhood_CollgCr 1 6.8057e+10 3.3098e+12 34204
## + Neighborhood_NoRidge 1 6.7772e+10 3.3101e+12 34204
## + Neighborhood_IDOTRR 1 5.6636e+10 3.3212e+12 34209
## + Neighborhood_SWISU 1 5.0122e+10 3.3278e+12 34212
## + Neighborhood_Edwards 1 4.9415e+10 3.3285e+12 34212
## + Neighborhood_Timber 1 4.2693e+10 3.3352e+12 34216
## + Neighborhood_BrkSide 1 3.5602e+10 3.3423e+12 34219
## + Neighborhood_MeadowV 1 2.5033e+10 3.3528e+12 34224
## + Neighborhood_GrnHill 1 2.2071e+10 3.3558e+12 34226
## + Neighborhood_NAmes 1 2.0439e+10 3.3574e+12 34226
## + Neighborhood_Greens 1 1.5520e+10 3.3624e+12 34229
## + Neighborhood_BrDale 1 1.5272e+10 3.3626e+12 34229
## + Neighborhood_NWAmes 1 1.1786e+10 3.3661e+12 34230
## + Neighborhood_Blmngtn 1 1.1476e+10 3.3664e+12 34231
## <none> 3.3779e+12 34234
## + Neighborhood_ClearCr 1 4.0639e+09 3.3738e+12 34234
## + Neighborhood_SawyerW 1 2.7108e+09 3.3752e+12 34235
## + Neighborhood_Gilbert 1 2.4906e+09 3.3754e+12 34235
## + Neighborhood_Sawyer 1 2.2383e+09 3.3756e+12 34235
## + Neighborhood_NPkVill 1 9.9744e+08 3.3769e+12 34236
## + MiscVal 1 6.3077e+08 3.3772e+12 34236
## + Neighborhood_Landmrk 1 5.8368e+08 3.3773e+12 34236
## + Neighborhood_Blueste 1 1.1001e+08 3.3778e+12 34236
## + Neighborhood_Crawfor 1 7.8078e+07 3.3778e+12 34236
## + Neighborhood_Mitchel 1 4.2948e+06 3.3779e+12 34236
## - TotalFloorSF 1 4.4183e+12 7.7961e+12 35565
##
## Step: AIC=33266.09
## SalePrice ~ TotalFloorSF + OverallQual
##
## Df Sum of Sq RSS AIC
## + TotalSqftCalc 1 4.9736e+11 1.3408e+12 32765
## + HouseAge 1 1.8660e+11 1.6516e+12 33097
## + LotArea 1 1.7291e+11 1.6653e+12 33111
## + Neighborhood_NridgHt 1 1.0945e+11 1.7288e+12 33170
## + Neighborhood_OldTown 1 6.1690e+10 1.7765e+12 33214
## + Neighborhood_NoRidge 1 3.6172e+10 1.8020e+12 33236
## + Neighborhood_BrDale 1 2.8707e+10 1.8095e+12 33243
## + Neighborhood_IDOTRR 1 2.6940e+10 1.8113e+12 33245
## + Neighborhood_SWISU 1 2.3795e+10 1.8144e+12 33247
## + Neighborhood_StoneBr 1 1.8517e+10 1.8197e+12 33252
## + Neighborhood_GrnHill 1 1.5211e+10 1.8230e+12 33255
## + Neighborhood_Timber 1 1.2080e+10 1.8261e+12 33258
## + Neighborhood_NPkVill 1 1.1935e+10 1.8263e+12 33258
## + Neighborhood_NWAmes 1 1.0182e+10 1.8280e+12 33259
## + Neighborhood_Gilbert 1 8.6298e+09 1.8296e+12 33261
## + Neighborhood_CollgCr 1 5.7545e+09 1.8324e+12 33263
## + Neighborhood_SawyerW 1 5.2870e+09 1.8329e+12 33264
## + Neighborhood_Sawyer 1 5.1230e+09 1.8331e+12 33264
## + Neighborhood_BrkSide 1 4.8934e+09 1.8333e+12 33264
## + Neighborhood_NAmes 1 4.4692e+09 1.8337e+12 33264
## + Neighborhood_Mitchel 1 4.2743e+09 1.8339e+12 33264
## + Neighborhood_ClearCr 1 4.2467e+09 1.8340e+12 33264
## + Neighborhood_Blueste 1 3.7624e+09 1.8344e+12 33265
## + Neighborhood_Greens 1 2.8202e+09 1.8354e+12 33266
## <none> 1.8382e+12 33266
## + Neighborhood_Crawfor 1 2.1145e+09 1.8361e+12 33266
## + Neighborhood_Landmrk 1 8.2031e+08 1.8374e+12 33267
## + Neighborhood_Blmngtn 1 7.3480e+08 1.8375e+12 33267
## + MiscVal 1 3.8782e+08 1.8378e+12 33268
## + Neighborhood_Somerst 1 2.2749e+08 1.8380e+12 33268
## + Neighborhood_Edwards 1 1.2369e+08 1.8381e+12 33268
## + Neighborhood_MeadowV 1 6.6259e+07 1.8381e+12 33268
## - TotalFloorSF 1 9.6193e+11 2.8001e+12 33935
## - OverallQual 1 1.5397e+12 3.3779e+12 34234
##
## Step: AIC=32765.2
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc
##
## Df Sum of Sq RSS AIC
## + HouseAge 1 9.5353e+10 1.2455e+12 32650
## + LotArea 1 9.4127e+10 1.2467e+12 32651
## + Neighborhood_NridgHt 1 9.3821e+10 1.2470e+12 32652
## + Neighborhood_NWAmes 1 2.1550e+10 1.3193e+12 32741
## + Neighborhood_SWISU 1 1.8663e+10 1.3222e+12 32745
## + Neighborhood_NoRidge 1 1.7507e+10 1.3233e+12 32746
## + Neighborhood_OldTown 1 1.6184e+10 1.3247e+12 32748
## + Neighborhood_BrDale 1 1.5762e+10 1.3251e+12 32748
## + Neighborhood_NPkVill 1 1.2710e+10 1.3281e+12 32752
## + Neighborhood_GrnHill 1 9.7608e+09 1.3311e+12 32756
## + Neighborhood_StoneBr 1 8.7069e+09 1.3321e+12 32757
## + Neighborhood_IDOTRR 1 8.5088e+09 1.3323e+12 32757
## + Neighborhood_Greens 1 7.8873e+09 1.3330e+12 32758
## + Neighborhood_CollgCr 1 6.5616e+09 1.3343e+12 32759
## + Neighborhood_Timber 1 5.0588e+09 1.3358e+12 32761
## + Neighborhood_SawyerW 1 4.6382e+09 1.3362e+12 32762
## + Neighborhood_Crawfor 1 3.5935e+09 1.3372e+12 32763
## + Neighborhood_Somerst 1 3.4007e+09 1.3374e+12 32763
## + Neighborhood_Blueste 1 2.2684e+09 1.3386e+12 32765
## <none> 1.3408e+12 32765
## + Neighborhood_NAmes 1 8.7733e+08 1.3400e+12 32766
## + Neighborhood_Edwards 1 5.5250e+08 1.3403e+12 32767
## + Neighborhood_Sawyer 1 5.0152e+08 1.3403e+12 32767
## + Neighborhood_Landmrk 1 4.8511e+08 1.3404e+12 32767
## + Neighborhood_MeadowV 1 4.1592e+08 1.3404e+12 32767
## + Neighborhood_ClearCr 1 1.5736e+08 1.3407e+12 32767
## + Neighborhood_Mitchel 1 1.2634e+08 1.3407e+12 32767
## + Neighborhood_Gilbert 1 7.7457e+07 1.3408e+12 32767
## + Neighborhood_Blmngtn 1 4.1365e+07 1.3408e+12 32767
## + MiscVal 1 1.3392e+07 1.3408e+12 32767
## + Neighborhood_BrkSide 1 3.3440e+03 1.3408e+12 32767
## - TotalFloorSF 1 7.9237e+10 1.4201e+12 32855
## - TotalSqftCalc 1 4.9736e+11 1.8382e+12 33266
## - OverallQual 1 1.1803e+12 2.5212e+12 33770
##
## Step: AIC=32649.62
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge
##
## Df Sum of Sq RSS AIC
## + LotArea 1 1.0078e+11 1.1447e+12 32517
## + Neighborhood_NridgHt 1 8.1733e+10 1.1638e+12 32543
## + Neighborhood_NWAmes 1 2.2009e+10 1.2235e+12 32623
## + Neighborhood_BrDale 1 1.7379e+10 1.2281e+12 32629
## + Neighborhood_NoRidge 1 1.5391e+10 1.2301e+12 32632
## + Neighborhood_Crawfor 1 1.5194e+10 1.2303e+12 32632
## + Neighborhood_SawyerW 1 1.3940e+10 1.2315e+12 32634
## + Neighborhood_NPkVill 1 1.2685e+10 1.2328e+12 32635
## + Neighborhood_GrnHill 1 9.1682e+09 1.2363e+12 32640
## + Neighborhood_StoneBr 1 9.1255e+09 1.2364e+12 32640
## + Neighborhood_SWISU 1 7.5309e+09 1.2380e+12 32642
## + Neighborhood_Gilbert 1 6.0225e+09 1.2395e+12 32644
## + Neighborhood_BrkSide 1 5.2436e+09 1.2402e+12 32645
## + Neighborhood_Greens 1 4.8582e+09 1.2406e+12 32645
## + Neighborhood_MeadowV 1 3.2250e+09 1.2423e+12 32647
## + Neighborhood_Blueste 1 2.7719e+09 1.2427e+12 32648
## + Neighborhood_Timber 1 2.6280e+09 1.2429e+12 32648
## <none> 1.2455e+12 32650
## + Neighborhood_Mitchel 1 9.9360e+08 1.2445e+12 32650
## + Neighborhood_Landmrk 1 9.2679e+08 1.2446e+12 32650
## + Neighborhood_Blmngtn 1 8.8949e+08 1.2446e+12 32650
## + Neighborhood_IDOTRR 1 7.3121e+08 1.2448e+12 32651
## + Neighborhood_OldTown 1 2.7684e+08 1.2452e+12 32651
## + Neighborhood_ClearCr 1 2.7251e+08 1.2452e+12 32651
## + Neighborhood_Sawyer 1 1.8565e+08 1.2453e+12 32651
## + Neighborhood_NAmes 1 1.3076e+08 1.2454e+12 32651
## + MiscVal 1 1.1618e+08 1.2454e+12 32651
## + Neighborhood_Edwards 1 1.1604e+08 1.2454e+12 32651
## + Neighborhood_Somerst 1 8.8930e+07 1.2454e+12 32652
## + Neighborhood_CollgCr 1 9.9330e+06 1.2455e+12 32652
## - HouseAge 1 9.5353e+10 1.3408e+12 32765
## - TotalFloorSF 1 1.1334e+11 1.3588e+12 32786
## - TotalSqftCalc 1 4.0611e+11 1.6516e+12 33097
## - OverallQual 1 6.2473e+11 1.8702e+12 33296
##
## Step: AIC=32517.12
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NridgHt 1 8.2643e+10 1.0621e+12 32400
## + Neighborhood_NWAmes 1 2.7574e+10 1.1171e+12 32480
## + Neighborhood_NoRidge 1 1.7446e+10 1.1273e+12 32495
## + Neighborhood_SawyerW 1 1.3241e+10 1.1315e+12 32501
## + Neighborhood_StoneBr 1 1.2649e+10 1.1321e+12 32501
## + Neighborhood_Crawfor 1 1.1980e+10 1.1327e+12 32502
## + Neighborhood_Gilbert 1 1.0932e+10 1.1338e+12 32504
## + Neighborhood_BrkSide 1 9.7861e+09 1.1349e+12 32505
## + Neighborhood_GrnHill 1 9.4574e+09 1.1353e+12 32506
## + Neighborhood_BrDale 1 7.6866e+09 1.1370e+12 32508
## + Neighborhood_NPkVill 1 5.2041e+09 1.1395e+12 32512
## + Neighborhood_SWISU 1 3.9835e+09 1.1407e+12 32514
## + Neighborhood_ClearCr 1 3.1106e+09 1.1416e+12 32515
## + Neighborhood_Somerst 1 2.5878e+09 1.1421e+12 32516
## + Neighborhood_Greens 1 2.4174e+09 1.1423e+12 32516
## + Neighborhood_Mitchel 1 2.3156e+09 1.1424e+12 32516
## + Neighborhood_OldTown 1 1.5383e+09 1.1432e+12 32517
## <none> 1.1447e+12 32517
## + Neighborhood_NAmes 1 1.2451e+09 1.1435e+12 32517
## + Neighborhood_Timber 1 8.0103e+08 1.1439e+12 32518
## + Neighborhood_Blueste 1 6.6557e+08 1.1440e+12 32518
## + Neighborhood_Edwards 1 6.5542e+08 1.1441e+12 32518
## + Neighborhood_Landmrk 1 4.5926e+08 1.1443e+12 32518
## + Neighborhood_CollgCr 1 3.4621e+08 1.1444e+12 32519
## + Neighborhood_IDOTRR 1 1.9236e+08 1.1445e+12 32519
## + Neighborhood_Blmngtn 1 5.6753e+07 1.1447e+12 32519
## + Neighborhood_Sawyer 1 1.6303e+07 1.1447e+12 32519
## + MiscVal 1 6.3418e+06 1.1447e+12 32519
## + Neighborhood_MeadowV 1 3.2773e+05 1.1447e+12 32519
## - TotalFloorSF 1 8.0821e+10 1.2255e+12 32624
## - LotArea 1 1.0078e+11 1.2455e+12 32650
## - HouseAge 1 1.0200e+11 1.2467e+12 32651
## - TotalSqftCalc 1 3.3263e+11 1.4773e+12 32922
## - OverallQual 1 6.5384e+11 1.7985e+12 33235
##
## Step: AIC=32399.68
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NoRidge 1 3.2298e+10 1.0298e+12 32352
## + Neighborhood_StoneBr 1 2.1241e+10 1.0408e+12 32369
## + Neighborhood_NWAmes 1 2.0744e+10 1.0413e+12 32370
## + Neighborhood_Crawfor 1 1.4492e+10 1.0476e+12 32380
## + Neighborhood_GrnHill 1 1.0290e+10 1.0518e+12 32386
## + Neighborhood_Somerst 1 9.0257e+09 1.0530e+12 32388
## + Neighborhood_BrkSide 1 8.5013e+09 1.0536e+12 32389
## + Neighborhood_SawyerW 1 8.2833e+09 1.0538e+12 32389
## + Neighborhood_BrDale 1 6.8372e+09 1.0552e+12 32391
## + Neighborhood_Gilbert 1 5.4237e+09 1.0566e+12 32394
## + Neighborhood_SWISU 1 4.0158e+09 1.0581e+12 32396
## + Neighborhood_NPkVill 1 3.9840e+09 1.0581e+12 32396
## + Neighborhood_Timber 1 2.5142e+09 1.0596e+12 32398
## + Neighborhood_ClearCr 1 2.0959e+09 1.0600e+12 32399
## + Neighborhood_Mitchel 1 1.4428e+09 1.0606e+12 32400
## <none> 1.0621e+12 32400
## + Neighborhood_Greens 1 1.2696e+09 1.0608e+12 32400
## + Neighborhood_Edwards 1 1.0182e+09 1.0611e+12 32400
## + Neighborhood_NAmes 1 9.7665e+08 1.0611e+12 32400
## + Neighborhood_OldTown 1 6.9402e+08 1.0614e+12 32401
## + Neighborhood_Blmngtn 1 5.9906e+08 1.0615e+12 32401
## + Neighborhood_CollgCr 1 5.6011e+08 1.0615e+12 32401
## + Neighborhood_Blueste 1 4.0412e+08 1.0617e+12 32401
## + Neighborhood_Landmrk 1 3.7733e+08 1.0617e+12 32401
## + Neighborhood_IDOTRR 1 3.0325e+08 1.0618e+12 32401
## + Neighborhood_MeadowV 1 6.1751e+07 1.0620e+12 32402
## + Neighborhood_Sawyer 1 4.0802e+07 1.0620e+12 32402
## + MiscVal 1 5.4190e+06 1.0621e+12 32402
## - TotalFloorSF 1 8.1768e+10 1.1438e+12 32516
## - Neighborhood_NridgHt 1 8.2643e+10 1.1447e+12 32517
## - HouseAge 1 8.9444e+10 1.1515e+12 32527
## - LotArea 1 1.0169e+11 1.1638e+12 32543
## - TotalSqftCalc 1 3.2500e+11 1.3871e+12 32823
## - OverallQual 1 5.2910e+11 1.5912e+12 33042
##
## Step: AIC=32352.45
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge
##
## Df Sum of Sq RSS AIC
## + Neighborhood_StoneBr 1 2.6918e+10 1.0029e+12 32312
## + Neighborhood_Crawfor 1 1.7726e+10 1.0120e+12 32327
## + Neighborhood_NWAmes 1 1.5906e+10 1.0139e+12 32330
## + Neighborhood_Somerst 1 1.3171e+10 1.0166e+12 32334
## + Neighborhood_GrnHill 1 1.0756e+10 1.0190e+12 32338
## + Neighborhood_BrkSide 1 7.7240e+09 1.0220e+12 32342
## + Neighborhood_BrDale 1 7.1263e+09 1.0226e+12 32343
## + Neighborhood_SawyerW 1 5.5894e+09 1.0242e+12 32346
## + Neighborhood_Timber 1 3.9842e+09 1.0258e+12 32348
## + Neighborhood_NPkVill 1 3.7622e+09 1.0260e+12 32349
## + Neighborhood_SWISU 1 3.7226e+09 1.0260e+12 32349
## + Neighborhood_Gilbert 1 3.0691e+09 1.0267e+12 32350
## + Neighborhood_CollgCr 1 1.7915e+09 1.0280e+12 32352
## + Neighborhood_ClearCr 1 1.4527e+09 1.0283e+12 32352
## <none> 1.0298e+12 32352
## + Neighborhood_Edwards 1 1.1498e+09 1.0286e+12 32353
## + Neighborhood_Greens 1 1.0849e+09 1.0287e+12 32353
## + Neighborhood_Mitchel 1 1.0110e+09 1.0288e+12 32353
## + Neighborhood_Blmngtn 1 9.2921e+08 1.0288e+12 32353
## + Neighborhood_NAmes 1 8.1409e+08 1.0290e+12 32353
## + Neighborhood_OldTown 1 7.0966e+08 1.0291e+12 32353
## + Neighborhood_IDOTRR 1 3.8044e+08 1.0294e+12 32354
## + Neighborhood_Blueste 1 3.7515e+08 1.0294e+12 32354
## + Neighborhood_Landmrk 1 3.5069e+08 1.0294e+12 32354
## + Neighborhood_MeadowV 1 1.5411e+08 1.0296e+12 32354
## + Neighborhood_Sawyer 1 1.0613e+08 1.0297e+12 32354
## + MiscVal 1 1.9347e+07 1.0298e+12 32354
## - Neighborhood_NoRidge 1 3.2298e+10 1.0621e+12 32400
## - TotalFloorSF 1 6.3551e+10 1.0933e+12 32446
## - HouseAge 1 8.5375e+10 1.1151e+12 32477
## - Neighborhood_NridgHt 1 9.7496e+10 1.1273e+12 32495
## - LotArea 1 1.0465e+11 1.1344e+12 32505
## - TotalSqftCalc 1 3.0574e+11 1.3355e+12 32765
## - OverallQual 1 5.1340e+11 1.5432e+12 32995
##
## Step: AIC=32312.23
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Crawfor 1 1.9256e+10 9.8360e+11 32283
## + Neighborhood_Somerst 1 1.7940e+10 9.8491e+11 32285
## + Neighborhood_NWAmes 1 1.3613e+10 9.8924e+11 32292
## + Neighborhood_GrnHill 1 1.1195e+10 9.9166e+11 32296
## + Neighborhood_BrkSide 1 7.5394e+09 9.9531e+11 32302
## + Neighborhood_BrDale 1 6.6281e+09 9.9622e+11 32304
## + Neighborhood_Timber 1 5.1864e+09 9.9767e+11 32306
## + Neighborhood_SawyerW 1 4.2916e+09 9.9856e+11 32307
## + Neighborhood_SWISU 1 3.5279e+09 9.9932e+11 32309
## + Neighborhood_CollgCr 1 3.4518e+09 9.9940e+11 32309
## + Neighborhood_NPkVill 1 3.1386e+09 9.9971e+11 32309
## + Neighborhood_Gilbert 1 2.1138e+09 1.0007e+12 32311
## + Neighborhood_Blmngtn 1 1.4661e+09 1.0014e+12 32312
## + Neighborhood_Edwards 1 1.3376e+09 1.0015e+12 32312
## <none> 1.0029e+12 32312
## + Neighborhood_ClearCr 1 1.2326e+09 1.0016e+12 32312
## + Neighborhood_Mitchel 1 7.9874e+08 1.0021e+12 32313
## + Neighborhood_NAmes 1 6.5876e+08 1.0022e+12 32313
## + Neighborhood_Greens 1 6.3892e+08 1.0022e+12 32313
## + Neighborhood_OldTown 1 5.7178e+08 1.0023e+12 32313
## + Neighborhood_IDOTRR 1 3.8951e+08 1.0025e+12 32314
## + Neighborhood_Landmrk 1 3.1936e+08 1.0025e+12 32314
## + Neighborhood_Blueste 1 2.6522e+08 1.0026e+12 32314
## + Neighborhood_MeadowV 1 2.1695e+08 1.0026e+12 32314
## + Neighborhood_Sawyer 1 1.2651e+08 1.0027e+12 32314
## + MiscVal 1 4.3262e+07 1.0028e+12 32314
## - Neighborhood_StoneBr 1 2.6918e+10 1.0298e+12 32352
## - Neighborhood_NoRidge 1 3.7975e+10 1.0408e+12 32369
## - TotalFloorSF 1 6.7347e+10 1.0702e+12 32414
## - HouseAge 1 8.5151e+10 1.0880e+12 32440
## - Neighborhood_NridgHt 1 1.0925e+11 1.1121e+12 32475
## - LotArea 1 1.1039e+11 1.1132e+12 32477
## - TotalSqftCalc 1 2.8943e+11 1.2923e+12 32714
## - OverallQual 1 4.5549e+11 1.4583e+12 32907
##
## Step: AIC=32283.33
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Somerst 1 1.8710e+10 9.6489e+11 32255
## + Neighborhood_NWAmes 1 1.1554e+10 9.7204e+11 32266
## + Neighborhood_GrnHill 1 1.1288e+10 9.7231e+11 32267
## + Neighborhood_BrkSide 1 9.6918e+09 9.7391e+11 32270
## + Neighborhood_BrDale 1 6.5451e+09 9.7705e+11 32275
## + Neighborhood_Timber 1 5.7515e+09 9.7785e+11 32276
## + Neighborhood_CollgCr 1 3.8200e+09 9.7978e+11 32279
## + Neighborhood_SawyerW 1 3.7836e+09 9.7981e+11 32279
## + Neighborhood_NPkVill 1 2.9910e+09 9.8061e+11 32280
## + Neighborhood_SWISU 1 2.6125e+09 9.8098e+11 32281
## + Neighborhood_OldTown 1 2.4553e+09 9.8114e+11 32281
## + Neighborhood_Gilbert 1 1.8315e+09 9.8177e+11 32282
## + Neighborhood_Blmngtn 1 1.4578e+09 9.8214e+11 32283
## <none> 9.8360e+11 32283
## + Neighborhood_ClearCr 1 8.6420e+08 9.8273e+11 32284
## + Neighborhood_Edwards 1 8.3221e+08 9.8277e+11 32284
## + Neighborhood_Mitchel 1 6.6993e+08 9.8293e+11 32284
## + Neighborhood_Greens 1 5.3689e+08 9.8306e+11 32284
## + Neighborhood_Landmrk 1 3.2796e+08 9.8327e+11 32285
## + Neighborhood_MeadowV 1 2.8132e+08 9.8332e+11 32285
## + Neighborhood_Blueste 1 2.5532e+08 9.8334e+11 32285
## + Neighborhood_NAmes 1 1.4625e+08 9.8345e+11 32285
## + Neighborhood_IDOTRR 1 9.1956e+07 9.8351e+11 32285
## + Neighborhood_Sawyer 1 5.2778e+07 9.8354e+11 32285
## + MiscVal 1 3.8733e+07 9.8356e+11 32285
## - Neighborhood_Crawfor 1 1.9256e+10 1.0029e+12 32312
## - Neighborhood_StoneBr 1 2.8447e+10 1.0120e+12 32327
## - Neighborhood_NoRidge 1 4.1772e+10 1.0254e+12 32348
## - TotalFloorSF 1 6.3844e+10 1.0474e+12 32382
## - HouseAge 1 9.7933e+10 1.0815e+12 32433
## - LotArea 1 1.0656e+11 1.0902e+12 32445
## - Neighborhood_NridgHt 1 1.1378e+11 1.0974e+12 32456
## - TotalSqftCalc 1 2.8654e+11 1.2701e+12 32689
## - OverallQual 1 4.3717e+11 1.4208e+12 32867
##
## Step: AIC=32254.71
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst
##
## Df Sum of Sq RSS AIC
## + Neighborhood_GrnHill 1 1.1720e+10 9.5317e+11 32237
## + Neighborhood_BrkSide 1 9.6412e+09 9.5525e+11 32241
## + Neighborhood_NWAmes 1 9.4502e+09 9.5544e+11 32241
## + Neighborhood_CollgCr 1 8.5948e+09 9.5629e+11 32242
## + Neighborhood_Timber 1 7.4963e+09 9.5739e+11 32244
## + Neighborhood_BrDale 1 5.2449e+09 9.5964e+11 32248
## + Neighborhood_Blmngtn 1 2.7044e+09 9.6218e+11 32252
## + Neighborhood_SWISU 1 2.5433e+09 9.6234e+11 32253
## + Neighborhood_NPkVill 1 2.1305e+09 9.6276e+11 32253
## + Neighborhood_SawyerW 1 2.0616e+09 9.6283e+11 32253
## + Neighborhood_OldTown 1 1.9084e+09 9.6298e+11 32254
## <none> 9.6489e+11 32255
## + Neighborhood_Edwards 1 9.1568e+08 9.6397e+11 32255
## + Neighborhood_ClearCr 1 8.6794e+08 9.6402e+11 32255
## + Neighborhood_Gilbert 1 4.1101e+08 9.6448e+11 32256
## + Neighborhood_Mitchel 1 3.4477e+08 9.6454e+11 32256
## + Neighborhood_Landmrk 1 2.4607e+08 9.6464e+11 32256
## + Neighborhood_Greens 1 2.4279e+08 9.6464e+11 32256
## + Neighborhood_MeadowV 1 1.7475e+08 9.6471e+11 32256
## + Neighborhood_Blueste 1 9.7968e+07 9.6479e+11 32257
## + Neighborhood_IDOTRR 1 9.4557e+07 9.6479e+11 32257
## + MiscVal 1 6.8956e+07 9.6482e+11 32257
## + Neighborhood_NAmes 1 6.7034e+07 9.6482e+11 32257
## + Neighborhood_Sawyer 1 4.0952e+07 9.6485e+11 32257
## - Neighborhood_Somerst 1 1.8710e+10 9.8360e+11 32283
## - Neighborhood_Crawfor 1 2.0025e+10 9.8491e+11 32285
## - Neighborhood_StoneBr 1 3.3477e+10 9.9837e+11 32307
## - Neighborhood_NoRidge 1 4.8023e+10 1.0129e+12 32330
## - TotalFloorSF 1 5.9477e+10 1.0244e+12 32348
## - HouseAge 1 8.1726e+10 1.0466e+12 32382
## - LotArea 1 1.1726e+11 1.0822e+12 32436
## - Neighborhood_NridgHt 1 1.2700e+11 1.0919e+12 32450
## - TotalSqftCalc 1 2.9755e+11 1.2624e+12 32681
## - OverallQual 1 3.8833e+11 1.3532e+12 32792
##
## Step: AIC=32237.23
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill
##
## Df Sum of Sq RSS AIC
## + Neighborhood_BrkSide 1 9.5821e+09 9.4359e+11 32223
## + Neighborhood_NWAmes 1 9.1874e+09 9.4398e+11 32224
## + Neighborhood_CollgCr 1 9.0659e+09 9.4410e+11 32224
## + Neighborhood_Timber 1 7.7125e+09 9.4545e+11 32226
## + Neighborhood_BrDale 1 5.1934e+09 9.4797e+11 32231
## + Neighborhood_Blmngtn 1 2.7987e+09 9.5037e+11 32235
## + Neighborhood_SWISU 1 2.5378e+09 9.5063e+11 32235
## + Neighborhood_NPkVill 1 2.0662e+09 9.5110e+11 32236
## + Neighborhood_SawyerW 1 1.9398e+09 9.5123e+11 32236
## + Neighborhood_OldTown 1 1.8213e+09 9.5135e+11 32236
## <none> 9.5317e+11 32237
## + Neighborhood_Edwards 1 9.0272e+08 9.5226e+11 32238
## + Neighborhood_ClearCr 1 8.3200e+08 9.5234e+11 32238
## + Neighborhood_Gilbert 1 3.6354e+08 9.5280e+11 32239
## + Neighborhood_Mitchel 1 3.0542e+08 9.5286e+11 32239
## + Neighborhood_Landmrk 1 2.4189e+08 9.5293e+11 32239
## + Neighborhood_Greens 1 2.1573e+08 9.5295e+11 32239
## + Neighborhood_MeadowV 1 1.6731e+08 9.5300e+11 32239
## + Neighborhood_IDOTRR 1 1.0099e+08 9.5307e+11 32239
## + Neighborhood_Blueste 1 9.0733e+07 9.5308e+11 32239
## + MiscVal 1 7.5497e+07 9.5309e+11 32239
## + Neighborhood_NAmes 1 4.5785e+07 9.5312e+11 32239
## + Neighborhood_Sawyer 1 3.3506e+07 9.5313e+11 32239
## - Neighborhood_GrnHill 1 1.1720e+10 9.6489e+11 32255
## - Neighborhood_Somerst 1 1.9142e+10 9.7231e+11 32267
## - Neighborhood_Crawfor 1 2.0131e+10 9.7330e+11 32269
## - Neighborhood_StoneBr 1 3.4042e+10 9.8721e+11 32291
## - Neighborhood_NoRidge 1 4.8755e+10 1.0019e+12 32315
## - TotalFloorSF 1 6.0722e+10 1.0139e+12 32334
## - HouseAge 1 8.0932e+10 1.0341e+12 32365
## - LotArea 1 1.1783e+11 1.0710e+12 32421
## - Neighborhood_NridgHt 1 1.2852e+11 1.0817e+12 32437
## - TotalSqftCalc 1 2.9326e+11 1.2464e+12 32663
## - OverallQual 1 3.8621e+11 1.3394e+12 32777
##
## Step: AIC=32223.13
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide
##
## Df Sum of Sq RSS AIC
## + Neighborhood_CollgCr 1 8.8190e+09 9.3477e+11 32210
## + Neighborhood_NWAmes 1 8.6636e+09 9.3492e+11 32210
## + Neighborhood_Timber 1 7.4909e+09 9.3609e+11 32212
## + Neighborhood_OldTown 1 5.2160e+09 9.3837e+11 32216
## + Neighborhood_BrDale 1 4.6039e+09 9.3898e+11 32217
## + Neighborhood_Blmngtn 1 2.8337e+09 9.4075e+11 32220
## + Neighborhood_SawyerW 1 1.9358e+09 9.4165e+11 32222
## + Neighborhood_NPkVill 1 1.7887e+09 9.4180e+11 32222
## + Neighborhood_SWISU 1 1.7423e+09 9.4184e+11 32222
## <none> 9.4359e+11 32223
## + Neighborhood_ClearCr 1 8.4584e+08 9.4274e+11 32224
## + Neighborhood_Gilbert 1 4.2992e+08 9.4316e+11 32224
## + Neighborhood_Edwards 1 4.2772e+08 9.4316e+11 32224
## + Neighborhood_Mitchel 1 2.6760e+08 9.4332e+11 32225
## + Neighborhood_Landmrk 1 2.3444e+08 9.4335e+11 32225
## + Neighborhood_Greens 1 1.6571e+08 9.4342e+11 32225
## + Neighborhood_MeadowV 1 8.0749e+07 9.4350e+11 32225
## + MiscVal 1 7.9664e+07 9.4351e+11 32225
## + Neighborhood_Blueste 1 5.9796e+07 9.4353e+11 32225
## + Neighborhood_NAmes 1 5.4640e+07 9.4353e+11 32225
## + Neighborhood_IDOTRR 1 3.8993e+06 9.4358e+11 32225
## + Neighborhood_Sawyer 1 1.5583e+05 9.4359e+11 32225
## - Neighborhood_BrkSide 1 9.5821e+09 9.5317e+11 32237
## - Neighborhood_GrnHill 1 1.1661e+10 9.5525e+11 32241
## - Neighborhood_Somerst 1 1.9090e+10 9.6267e+11 32253
## - Neighborhood_Crawfor 1 2.2312e+10 9.6590e+11 32258
## - Neighborhood_StoneBr 1 3.3900e+10 9.7749e+11 32277
## - Neighborhood_NoRidge 1 4.7923e+10 9.9151e+11 32300
## - TotalFloorSF 1 6.0349e+10 1.0039e+12 32320
## - HouseAge 1 8.9818e+10 1.0334e+12 32366
## - LotArea 1 1.2235e+11 1.0659e+12 32415
## - Neighborhood_NridgHt 1 1.2681e+11 1.0704e+12 32422
## - TotalSqftCalc 1 2.9746e+11 1.2410e+12 32658
## - OverallQual 1 3.8086e+11 1.3244e+12 32762
##
## Step: AIC=32210.16
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Timber 1 9.8755e+09 9.2489e+11 32195
## + Neighborhood_NWAmes 1 6.5945e+09 9.2817e+11 32201
## + Neighborhood_Blmngtn 1 4.0826e+09 9.3068e+11 32205
## + Neighborhood_OldTown 1 4.0576e+09 9.3071e+11 32205
## + Neighborhood_BrDale 1 3.8492e+09 9.3092e+11 32206
## + Neighborhood_SWISU 1 1.8262e+09 9.3294e+11 32209
## + Neighborhood_NPkVill 1 1.3188e+09 9.3345e+11 32210
## <none> 9.3477e+11 32210
## + Neighborhood_SawyerW 1 7.2244e+08 9.3404e+11 32211
## + Neighborhood_ClearCr 1 5.5521e+08 9.3421e+11 32211
## + Neighborhood_NAmes 1 4.4797e+08 9.3432e+11 32211
## + Neighborhood_Edwards 1 2.6237e+08 9.3450e+11 32212
## + Neighborhood_Landmrk 1 1.7473e+08 9.3459e+11 32212
## + MiscVal 1 9.9012e+07 9.3467e+11 32212
## + Neighborhood_Greens 1 6.5390e+07 9.3470e+11 32212
## + Neighborhood_Sawyer 1 5.9870e+07 9.3471e+11 32212
## + Neighborhood_Gilbert 1 2.1628e+07 9.3474e+11 32212
## + Neighborhood_MeadowV 1 1.6898e+07 9.3475e+11 32212
## + Neighborhood_Mitchel 1 1.3167e+07 9.3475e+11 32212
## + Neighborhood_Blueste 1 1.2066e+07 9.3475e+11 32212
## + Neighborhood_IDOTRR 1 5.6513e+04 9.3477e+11 32212
## - Neighborhood_CollgCr 1 8.8190e+09 9.4359e+11 32223
## - Neighborhood_BrkSide 1 9.3353e+09 9.4410e+11 32224
## - Neighborhood_GrnHill 1 1.2125e+10 9.4689e+11 32229
## - Neighborhood_Crawfor 1 2.3023e+10 9.5779e+11 32247
## - Neighborhood_Somerst 1 2.3986e+10 9.5875e+11 32249
## - Neighborhood_StoneBr 1 3.7793e+10 9.7256e+11 32271
## - Neighborhood_NoRidge 1 5.2874e+10 9.8764e+11 32296
## - TotalFloorSF 1 6.0320e+10 9.9509e+11 32308
## - HouseAge 1 6.5409e+10 1.0002e+12 32316
## - LotArea 1 1.2152e+11 1.0563e+12 32403
## - Neighborhood_NridgHt 1 1.3536e+11 1.0701e+12 32424
## - TotalSqftCalc 1 3.0291e+11 1.2377e+12 32656
## - OverallQual 1 3.6641e+11 1.3012e+12 32735
##
## Step: AIC=32195.23
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NWAmes 1 5.2734e+09 9.1962e+11 32188
## + Neighborhood_Blmngtn 1 4.7277e+09 9.2016e+11 32189
## + Neighborhood_BrDale 1 3.6712e+09 9.2122e+11 32191
## + Neighborhood_OldTown 1 3.5114e+09 9.2138e+11 32191
## + Neighborhood_SWISU 1 1.8589e+09 9.2303e+11 32194
## <none> 9.2489e+11 32195
## + Neighborhood_NPkVill 1 1.1465e+09 9.2374e+11 32195
## + Neighborhood_NAmes 1 8.3265e+08 9.2406e+11 32196
## + Neighborhood_Gilbert 1 3.4078e+08 9.2455e+11 32197
## + Neighborhood_ClearCr 1 3.3288e+08 9.2456e+11 32197
## + Neighborhood_SawyerW 1 2.9073e+08 9.2460e+11 32197
## + Neighborhood_Edwards 1 2.0442e+08 9.2469e+11 32197
## + Neighborhood_Landmrk 1 1.5481e+08 9.2474e+11 32197
## + Neighborhood_Sawyer 1 1.2176e+08 9.2477e+11 32197
## + MiscVal 1 9.7482e+07 9.2479e+11 32197
## + Neighborhood_Greens 1 2.5717e+07 9.2486e+11 32197
## + Neighborhood_MeadowV 1 1.6836e+07 9.2487e+11 32197
## + Neighborhood_Mitchel 1 1.0795e+07 9.2488e+11 32197
## + Neighborhood_Blueste 1 3.7143e+06 9.2489e+11 32197
## + Neighborhood_IDOTRR 1 1.0898e+06 9.2489e+11 32197
## - Neighborhood_BrkSide 1 9.0494e+09 9.3394e+11 32209
## - Neighborhood_Timber 1 9.8755e+09 9.3477e+11 32210
## - Neighborhood_CollgCr 1 1.1204e+10 9.3609e+11 32212
## - Neighborhood_GrnHill 1 1.2442e+10 9.3733e+11 32215
## - Neighborhood_Crawfor 1 2.3956e+10 9.4885e+11 32234
## - Neighborhood_Somerst 1 2.6981e+10 9.5187e+11 32239
## - Neighborhood_StoneBr 1 4.0666e+10 9.6556e+11 32262
## - Neighborhood_NoRidge 1 5.7169e+10 9.8206e+11 32289
## - HouseAge 1 5.8697e+10 9.8359e+11 32291
## - TotalFloorSF 1 6.1241e+10 9.8613e+11 32295
## - LotArea 1 1.1694e+11 1.0418e+12 32383
## - Neighborhood_NridgHt 1 1.4272e+11 1.0676e+12 32422
## - TotalSqftCalc 1 2.9956e+11 1.2245e+12 32640
## - OverallQual 1 3.5332e+11 1.2782e+12 32709
##
## Step: AIC=32188.12
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes
##
## Df Sum of Sq RSS AIC
## + Neighborhood_Blmngtn 1 4.2377e+09 9.1538e+11 32183
## + Neighborhood_BrDale 1 3.8722e+09 9.1575e+11 32183
## + Neighborhood_OldTown 1 3.0350e+09 9.1658e+11 32185
## + Neighborhood_SWISU 1 2.0643e+09 9.1755e+11 32187
## + Neighborhood_NPkVill 1 1.3227e+09 9.1829e+11 32188
## <none> 9.1962e+11 32188
## + Neighborhood_SawyerW 1 7.1686e+08 9.1890e+11 32189
## + Neighborhood_ClearCr 1 5.5669e+08 9.1906e+11 32189
## + Neighborhood_Edwards 1 3.5997e+08 9.1926e+11 32189
## + Neighborhood_NAmes 1 3.2212e+08 9.1930e+11 32190
## + Neighborhood_Landmrk 1 1.7236e+08 9.1944e+11 32190
## + MiscVal 1 7.7620e+07 9.1954e+11 32190
## + Neighborhood_Greens 1 5.5669e+07 9.1956e+11 32190
## + Neighborhood_Sawyer 1 4.3710e+07 9.1957e+11 32190
## + Neighborhood_Gilbert 1 4.2259e+07 9.1958e+11 32190
## + Neighborhood_MeadowV 1 2.6635e+07 9.1959e+11 32190
## + Neighborhood_Mitchel 1 1.2790e+07 9.1960e+11 32190
## + Neighborhood_Blueste 1 1.1229e+07 9.1961e+11 32190
## + Neighborhood_IDOTRR 1 8.4678e+06 9.1961e+11 32190
## - Neighborhood_NWAmes 1 5.2734e+09 9.2489e+11 32195
## - Neighborhood_Timber 1 8.5544e+09 9.2817e+11 32201
## - Neighborhood_BrkSide 1 8.6888e+09 9.2831e+11 32201
## - Neighborhood_CollgCr 1 8.8763e+09 9.2849e+11 32201
## - Neighborhood_GrnHill 1 1.2162e+10 9.3178e+11 32207
## - Neighborhood_Crawfor 1 2.2069e+10 9.4169e+11 32224
## - Neighborhood_Somerst 1 2.4010e+10 9.4363e+11 32227
## - Neighborhood_StoneBr 1 3.7624e+10 9.5724e+11 32250
## - Neighborhood_NoRidge 1 5.0893e+10 9.7051e+11 32272
## - HouseAge 1 6.0630e+10 9.8025e+11 32288
## - TotalFloorSF 1 6.2439e+10 9.8206e+11 32291
## - LotArea 1 1.1898e+11 1.0386e+12 32380
## - Neighborhood_NridgHt 1 1.3119e+11 1.0508e+12 32399
## - TotalSqftCalc 1 3.0309e+11 1.2227e+12 32640
## - OverallQual 1 3.5727e+11 1.2769e+12 32709
##
## Step: AIC=32182.75
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn
##
## Df Sum of Sq RSS AIC
## + Neighborhood_BrDale 1 3.4599e+09 9.1192e+11 32179
## + Neighborhood_OldTown 1 2.7756e+09 9.1260e+11 32180
## + Neighborhood_SWISU 1 2.0319e+09 9.1335e+11 32181
## <none> 9.1538e+11 32183
## + Neighborhood_NPkVill 1 1.0836e+09 9.1430e+11 32183
## + Neighborhood_ClearCr 1 5.6760e+08 9.1481e+11 32184
## + Neighborhood_NAmes 1 4.3601e+08 9.1494e+11 32184
## + Neighborhood_SawyerW 1 4.2681e+08 9.1495e+11 32184
## + Neighborhood_Edwards 1 3.5110e+08 9.1503e+11 32184
## + Neighborhood_Gilbert 1 2.2538e+08 9.1515e+11 32184
## + Neighborhood_Landmrk 1 1.4822e+08 9.1523e+11 32184
## + MiscVal 1 8.7037e+07 9.1529e+11 32185
## + Neighborhood_Sawyer 1 6.2051e+07 9.1532e+11 32185
## + Neighborhood_Greens 1 2.0861e+07 9.1536e+11 32185
## + Neighborhood_IDOTRR 1 8.9026e+06 9.1537e+11 32185
## + Neighborhood_MeadowV 1 7.6492e+06 9.1537e+11 32185
## + Neighborhood_Blueste 1 9.1980e+05 9.1538e+11 32185
## + Neighborhood_Mitchel 1 5.6425e+04 9.1538e+11 32185
## - Neighborhood_Blmngtn 1 4.2377e+09 9.1962e+11 32188
## - Neighborhood_NWAmes 1 4.7834e+09 9.2016e+11 32189
## - Neighborhood_BrkSide 1 8.7195e+09 9.2410e+11 32196
## - Neighborhood_Timber 1 9.1749e+09 9.2455e+11 32197
## - Neighborhood_CollgCr 1 1.0282e+10 9.2566e+11 32199
## - Neighborhood_GrnHill 1 1.2340e+10 9.2772e+11 32202
## - Neighborhood_Crawfor 1 2.2260e+10 9.3764e+11 32219
## - Neighborhood_Somerst 1 2.6275e+10 9.4165e+11 32226
## - Neighborhood_StoneBr 1 3.9429e+10 9.5481e+11 32248
## - Neighborhood_NoRidge 1 5.2857e+10 9.6824e+11 32270
## - HouseAge 1 5.5725e+10 9.7110e+11 32275
## - TotalFloorSF 1 6.2164e+10 9.7754e+11 32285
## - LotArea 1 1.2281e+11 1.0382e+12 32381
## - Neighborhood_NridgHt 1 1.3496e+11 1.0503e+12 32400
## - TotalSqftCalc 1 3.0480e+11 1.2202e+12 32639
## - OverallQual 1 3.4465e+11 1.2600e+12 32690
##
## Step: AIC=32178.72
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale
##
## Df Sum of Sq RSS AIC
## + Neighborhood_OldTown 1 2.4876e+09 9.0943e+11 32176
## + Neighborhood_SWISU 1 2.1829e+09 9.0974e+11 32177
## + Neighborhood_NPkVill 1 1.2982e+09 9.1062e+11 32178
## <none> 9.1192e+11 32179
## + Neighborhood_SawyerW 1 5.7773e+08 9.1134e+11 32180
## + Neighborhood_ClearCr 1 5.0462e+08 9.1142e+11 32180
## + Neighborhood_Edwards 1 4.2452e+08 9.1150e+11 32180
## + Neighborhood_NAmes 1 2.8533e+08 9.1163e+11 32180
## + Neighborhood_Landmrk 1 1.6711e+08 9.1175e+11 32180
## + Neighborhood_Gilbert 1 1.1560e+08 9.1180e+11 32181
## + MiscVal 1 7.8716e+07 9.1184e+11 32181
## + Neighborhood_Greens 1 4.3212e+07 9.1188e+11 32181
## + Neighborhood_MeadowV 1 3.7251e+07 9.1188e+11 32181
## + Neighborhood_Sawyer 1 3.3704e+07 9.1189e+11 32181
## + Neighborhood_IDOTRR 1 2.5234e+07 9.1189e+11 32181
## + Neighborhood_Blueste 1 9.2506e+06 9.1191e+11 32181
## + Neighborhood_Mitchel 1 5.4302e+06 9.1191e+11 32181
## - Neighborhood_BrDale 1 3.4599e+09 9.1538e+11 32183
## - Neighborhood_Blmngtn 1 3.8254e+09 9.1575e+11 32183
## - Neighborhood_NWAmes 1 4.9866e+09 9.1691e+11 32185
## - Neighborhood_BrkSide 1 8.2322e+09 9.2015e+11 32191
## - Neighborhood_Timber 1 8.9539e+09 9.2087e+11 32192
## - Neighborhood_CollgCr 1 9.3752e+09 9.2129e+11 32193
## - Neighborhood_GrnHill 1 1.2262e+10 9.2418e+11 32198
## - Neighborhood_Crawfor 1 2.2030e+10 9.3395e+11 32215
## - Neighborhood_Somerst 1 2.4505e+10 9.3642e+11 32219
## - Neighborhood_StoneBr 1 3.8427e+10 9.5035e+11 32243
## - Neighborhood_NoRidge 1 5.2384e+10 9.6430e+11 32266
## - HouseAge 1 5.6815e+10 9.6873e+11 32273
## - TotalFloorSF 1 6.2182e+10 9.7410e+11 32282
## - LotArea 1 1.1357e+11 1.0255e+12 32364
## - Neighborhood_NridgHt 1 1.3239e+11 1.0443e+12 32393
## - TotalSqftCalc 1 3.0066e+11 1.2126e+12 32631
## - OverallQual 1 3.4744e+11 1.2594e+12 32691
##
## Step: AIC=32176.36
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_OldTown
##
## Df Sum of Sq RSS AIC
## + Neighborhood_SWISU 1 1.3711e+09 9.0806e+11 32176
## + Neighborhood_NPkVill 1 1.1803e+09 9.0825e+11 32176
## <none> 9.0943e+11 32176
## + Neighborhood_NAmes 1 1.0503e+09 9.0838e+11 32177
## + Neighborhood_SawyerW 1 6.6395e+08 9.0877e+11 32177
## + Neighborhood_ClearCr 1 4.7635e+08 9.0896e+11 32178
## + Neighborhood_Landmrk 1 1.7380e+08 9.0926e+11 32178
## + Neighborhood_Sawyer 1 1.1816e+08 9.0931e+11 32178
## + Neighborhood_Edwards 1 1.1736e+08 9.0931e+11 32178
## + MiscVal 1 1.0453e+08 9.0933e+11 32178
## + Neighborhood_IDOTRR 1 9.1425e+07 9.0934e+11 32178
## + Neighborhood_Gilbert 1 3.8953e+07 9.0939e+11 32178
## + Neighborhood_Greens 1 3.4429e+07 9.0940e+11 32178
## + Neighborhood_MeadowV 1 1.8833e+07 9.0941e+11 32178
## + Neighborhood_Mitchel 1 9.2934e+06 9.0942e+11 32178
## + Neighborhood_Blueste 1 5.5210e+06 9.0943e+11 32178
## - Neighborhood_OldTown 1 2.4876e+09 9.1192e+11 32179
## - Neighborhood_BrDale 1 3.1719e+09 9.1260e+11 32180
## - Neighborhood_Blmngtn 1 3.6085e+09 9.1304e+11 32181
## - Neighborhood_NWAmes 1 4.5704e+09 9.1400e+11 32182
## - Neighborhood_CollgCr 1 8.4563e+09 9.1789e+11 32189
## - Neighborhood_Timber 1 8.5562e+09 9.1799e+11 32189
## - Neighborhood_BrkSide 1 1.0217e+10 9.1965e+11 32192
## - Neighborhood_GrnHill 1 1.2122e+10 9.2155e+11 32195
## - Neighborhood_Somerst 1 2.3453e+10 9.3289e+11 32215
## - Neighborhood_Crawfor 1 2.4199e+10 9.3363e+11 32216
## - Neighborhood_StoneBr 1 3.7851e+10 9.4728e+11 32239
## - HouseAge 1 5.2173e+10 9.6160e+11 32263
## - Neighborhood_NoRidge 1 5.2189e+10 9.6162e+11 32263
## - TotalFloorSF 1 5.7787e+10 9.6722e+11 32273
## - LotArea 1 1.1559e+11 1.0250e+12 32365
## - Neighborhood_NridgHt 1 1.2928e+11 1.0387e+12 32386
## - TotalSqftCalc 1 3.0314e+11 1.2126e+12 32633
## - OverallQual 1 3.4152e+11 1.2510e+12 32683
##
## Step: AIC=32175.96
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_OldTown + Neighborhood_SWISU
##
## Df Sum of Sq RSS AIC
## + Neighborhood_NPkVill 1 1.2731e+09 9.0679e+11 32176
## <none> 9.0806e+11 32176
## - Neighborhood_SWISU 1 1.3711e+09 9.0943e+11 32176
## + Neighborhood_NAmes 1 6.9114e+08 9.0737e+11 32177
## + Neighborhood_SawyerW 1 6.6991e+08 9.0739e+11 32177
## - Neighborhood_OldTown 1 1.6759e+09 9.0974e+11 32177
## + Neighborhood_ClearCr 1 4.8266e+08 9.0758e+11 32177
## + Neighborhood_Edwards 1 2.2563e+08 9.0784e+11 32178
## + Neighborhood_Landmrk 1 1.7455e+08 9.0789e+11 32178
## + MiscVal 1 8.9858e+07 9.0797e+11 32178
## + Neighborhood_Sawyer 1 7.5034e+07 9.0799e+11 32178
## + Neighborhood_Gilbert 1 5.5045e+07 9.0801e+11 32178
## + Neighborhood_Greens 1 4.5464e+07 9.0802e+11 32178
## + Neighborhood_MeadowV 1 3.0526e+07 9.0803e+11 32178
## + Neighborhood_IDOTRR 1 1.4161e+07 9.0805e+11 32178
## + Neighborhood_Mitchel 1 1.0532e+07 9.0805e+11 32178
## + Neighborhood_Blueste 1 8.9913e+06 9.0805e+11 32178
## - Neighborhood_BrDale 1 3.3308e+09 9.1139e+11 32180
## - Neighborhood_Blmngtn 1 3.6103e+09 9.1167e+11 32180
## - Neighborhood_NWAmes 1 4.7925e+09 9.1285e+11 32182
## - Neighborhood_CollgCr 1 8.6088e+09 9.1667e+11 32189
## - Neighborhood_Timber 1 8.6175e+09 9.1668e+11 32189
## - Neighborhood_BrkSide 1 8.9108e+09 9.1697e+11 32190
## - Neighborhood_GrnHill 1 1.2138e+10 9.2020e+11 32195
## - Neighborhood_Crawfor 1 2.2589e+10 9.3065e+11 32213
## - Neighborhood_Somerst 1 2.3505e+10 9.3157e+11 32215
## - Neighborhood_StoneBr 1 3.7717e+10 9.4578e+11 32239
## - HouseAge 1 4.4448e+10 9.5251e+11 32250
## - Neighborhood_NoRidge 1 5.1847e+10 9.5991e+11 32262
## - TotalFloorSF 1 5.8508e+10 9.6657e+11 32273
## - LotArea 1 1.1185e+11 1.0199e+12 32359
## - Neighborhood_NridgHt 1 1.2945e+11 1.0375e+12 32386
## - TotalSqftCalc 1 3.0300e+11 1.2111e+12 32633
## - OverallQual 1 3.4289e+11 1.2510e+12 32685
##
## Step: AIC=32175.72
## SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc + HouseAge +
## LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge + Neighborhood_StoneBr +
## Neighborhood_Crawfor + Neighborhood_Somerst + Neighborhood_GrnHill +
## Neighborhood_BrkSide + Neighborhood_CollgCr + Neighborhood_Timber +
## Neighborhood_NWAmes + Neighborhood_Blmngtn + Neighborhood_BrDale +
## Neighborhood_OldTown + Neighborhood_SWISU + Neighborhood_NPkVill
##
## Df Sum of Sq RSS AIC
## <none> 9.0679e+11 32176
## - Neighborhood_NPkVill 1 1.2731e+09 9.0806e+11 32176
## - Neighborhood_SWISU 1 1.4639e+09 9.0825e+11 32176
## + Neighborhood_SawyerW 1 7.9492e+08 9.0599e+11 32176
## - Neighborhood_OldTown 1 1.5566e+09 9.0834e+11 32176
## + Neighborhood_NAmes 1 5.3085e+08 9.0626e+11 32177
## + Neighborhood_ClearCr 1 4.6481e+08 9.0632e+11 32177
## + Neighborhood_Edwards 1 2.6755e+08 9.0652e+11 32177
## + Neighborhood_Landmrk 1 1.8595e+08 9.0660e+11 32177
## + MiscVal 1 8.1991e+07 9.0671e+11 32178
## + Neighborhood_Greens 1 7.0217e+07 9.0672e+11 32178
## + Neighborhood_MeadowV 1 5.3134e+07 9.0673e+11 32178
## + Neighborhood_Sawyer 1 5.3023e+07 9.0673e+11 32178
## + Neighborhood_Gilbert 1 2.5183e+07 9.0676e+11 32178
## + Neighborhood_Mitchel 1 2.1749e+07 9.0677e+11 32178
## + Neighborhood_Blueste 1 1.8389e+07 9.0677e+11 32178
## + Neighborhood_IDOTRR 1 4.7109e+06 9.0678e+11 32178
## - Neighborhood_Blmngtn 1 3.3661e+09 9.1015e+11 32180
## - Neighborhood_BrDale 1 3.5509e+09 9.1034e+11 32180
## - Neighborhood_NWAmes 1 4.9931e+09 9.1178e+11 32182
## - Neighborhood_CollgCr 1 8.0569e+09 9.1484e+11 32188
## - Neighborhood_Timber 1 8.4124e+09 9.1520e+11 32188
## - Neighborhood_BrkSide 1 8.5727e+09 9.1536e+11 32189
## - Neighborhood_GrnHill 1 1.2063e+10 9.1885e+11 32195
## - Neighborhood_Crawfor 1 2.2242e+10 9.2903e+11 32212
## - Neighborhood_Somerst 1 2.2357e+10 9.2914e+11 32213
## - Neighborhood_StoneBr 1 3.6788e+10 9.4358e+11 32237
## - HouseAge 1 4.4447e+10 9.5123e+11 32250
## - Neighborhood_NoRidge 1 5.1073e+10 9.5786e+11 32261
## - TotalFloorSF 1 5.7907e+10 9.6469e+11 32272
## - LotArea 1 1.0558e+11 1.0124e+12 32349
## - Neighborhood_NridgHt 1 1.2689e+11 1.0337e+12 32382
## - TotalSqftCalc 1 3.0350e+11 1.2103e+12 32634
## - OverallQual 1 3.4384e+11 1.2506e+12 32686summary(stepwise.lm)##
## Call:
## lm(formula = SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc +
## HouseAge + LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge +
## Neighborhood_StoneBr + Neighborhood_Crawfor + Neighborhood_Somerst +
## Neighborhood_GrnHill + Neighborhood_BrkSide + Neighborhood_CollgCr +
## Neighborhood_Timber + Neighborhood_NWAmes + Neighborhood_Blmngtn +
## Neighborhood_BrDale + Neighborhood_OldTown + Neighborhood_SWISU +
## Neighborhood_NPkVill, data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -182110 -12500 -4 11697 173603
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -44740.053 4472.317 -10.004 < 2e-16 ***
## TotalFloorSF 22.142 2.209 10.023 < 2e-16 ***
## OverallQual 17882.533 732.220 24.422 < 2e-16 ***
## TotalSqftCalc 33.725 1.470 22.945 < 2e-16 ***
## HouseAge -310.046 35.310 -8.781 < 2e-16 ***
## LotArea 1.922 0.142 13.533 < 2e-16 ***
## Neighborhood_NridgHt 50066.856 3374.573 14.837 < 2e-16 ***
## Neighborhood_NoRidge 36847.281 3914.715 9.413 < 2e-16 ***
## Neighborhood_StoneBr 41280.029 5167.431 7.989 2.62e-15 ***
## Neighborhood_Crawfor 21491.506 3459.903 6.212 6.70e-10 ***
## Neighborhood_Somerst 20569.201 3302.949 6.228 6.07e-10 ***
## Neighborhood_GrnHill 110085.875 24065.301 4.574 5.15e-06 ***
## Neighborhood_BrkSide 12828.989 3326.767 3.856 0.000120 ***
## Neighborhood_CollgCr 8605.798 2301.943 3.738 0.000192 ***
## Neighborhood_Timber 17825.254 4666.197 3.820 0.000139 ***
## Neighborhood_NWAmes -8462.917 2875.559 -2.943 0.003298 **
## Neighborhood_Blmngtn 16156.019 6685.906 2.416 0.015787 *
## Neighborhood_BrDale -14516.426 5848.978 -2.482 0.013173 *
## Neighborhood_OldTown 4733.693 2880.741 1.643 0.100537
## Neighborhood_SWISU -7799.861 4894.638 -1.594 0.111237
## Neighborhood_NPkVill -9170.596 6170.916 -1.486 0.137453
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24010 on 1573 degrees of freedom
## Multiple R-squared: 0.8837, Adjusted R-squared: 0.8822
## F-statistic: 597.5 on 20 and 1573 DF, p-value: < 2.2e-16Note that we do not specify any data sets when we call stepAIC(). The data set is passed along with the initializing model in the object argument.
In addition to these three models identified using variable selection we will include a fourth model for model comparison purposes. We will call this model junk.lm. The model is appropriately named. Do we know why we are calling this model junk? Note that this model will use the train.df data frame since I shed all of these columns off of train.df when I created train.clean.
Remember that train.df and train.clean are essentially the same data set, train.df just has more columns than train.clean so it is perfectly okay to compare models fit on train.df with models fit on train.clean.
junk.lm <- lm(SalePrice ~OverallQual + OverallCond + QualityIndex + GrLivArea + TotalSqftCalc, data=train.df)
summary(junk.lm)##
## Call:
## lm(formula = SalePrice ~ OverallQual + OverallCond + QualityIndex +
## GrLivArea + TotalSqftCalc, data = train.df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -216730 -16949 -103 15814 174269
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.945e+05 1.740e+04 -11.181 < 2e-16 ***
## OverallQual 4.159e+04 2.887e+03 14.406 < 2e-16 ***
## OverallCond 1.751e+04 3.112e+03 5.627 2.17e-08 ***
## QualityIndex -2.851e+03 5.260e+02 -5.421 6.84e-08 ***
## GrLivArea 2.580e+01 2.496e+00 10.338 < 2e-16 ***
## TotalSqftCalc 4.038e+01 1.675e+00 24.108 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 28780 on 1588 degrees of freedom
## Multiple R-squared: 0.8312, Adjusted R-squared: 0.8307
## F-statistic: 1564 on 5 and 1588 DF, p-value: < 2.2e-16Before we go any further we should consider if we like these models. One issue with using variable selection on a pool that contains highly correlated predictor variables is that the variable selection algorithm will select the highly correlated pairs. (Hint: do we have correlated predictor variables in the junk model?) Compute the VIF values for the variable selection models. If the models selected highly correlated pairs of predictors that you do not like, then go back, add them to your drop list, and re-perform the variable selection before you go on with the assignment. The VIF values do not need to be ideal, but if you have a very large VIF value (like 20, 30, 50 etc.), then you should consider removing a variable so that your variable selection models are not junk too.
Should we be concerned with VIF values for indicator variables? Why or why not?
Answer: I believe VIF values are a good indicator of whether or not the variables are correlated or overly correlated and a cause for concern. With this, one could parse through the models and their variables to see if any variable is or is not correlated.
Did the different variable selection procedures select the same model or different models? Display the final estimated models and their VIF values for each of these four models in your report.
library(car)## Loading required package: carDatasort(vif(forward.lm),decreasing=TRUE)## TotalFloorSF HouseAge TotalSqftCalc
## 2.997075 2.962860 2.761456
## OverallQual Neighborhood_OldTown Neighborhood_NridgHt
## 2.513987 1.646198 1.393951
## LotArea Neighborhood_NoRidge Neighborhood_Somerst
## 1.339712 1.312415 1.301025
## Neighborhood_CollgCr Neighborhood_BrkSide Neighborhood_Crawfor
## 1.301009 1.232234 1.141330
## Neighborhood_StoneBr Neighborhood_SWISU Neighborhood_NWAmes
## 1.139848 1.103084 1.089922
## Neighborhood_Blmngtn Neighborhood_Timber Neighborhood_BrDale
## 1.076070 1.075408 1.056145
## Neighborhood_NPkVill Neighborhood_GrnHill
## 1.046311 1.003999sort(vif(backward.lm),decreasing=TRUE)## TotalFloorSF TotalSqftCalc OverallQual
## 3.203529 2.927603 2.699244
## HouseAge Neighborhood_NAmes LotArea
## 2.220252 1.571230 1.446158
## Neighborhood_NridgHt Neighborhood_Gilbert Neighborhood_NoRidge
## 1.440671 1.398461 1.382790
## Neighborhood_Somerst Neighborhood_Edwards Neighborhood_SawyerW
## 1.343599 1.259802 1.237152
## Neighborhood_Sawyer Neighborhood_BrkSide Neighborhood_NWAmes
## 1.230333 1.222604 1.212719
## Neighborhood_Mitchel Neighborhood_Crawfor Neighborhood_MeadowV
## 1.210067 1.159153 1.153305
## Neighborhood_StoneBr Neighborhood_ClearCr Neighborhood_Timber
## 1.148779 1.120782 1.118970
## Neighborhood_SWISU Neighborhood_BrDale Neighborhood_NPkVill
## 1.091651 1.073788 1.060218
## Neighborhood_GrnHill
## 1.005264sort(vif(stepwise.lm),decreasing=TRUE)## TotalFloorSF HouseAge TotalSqftCalc
## 2.997075 2.962860 2.761456
## OverallQual Neighborhood_OldTown Neighborhood_NridgHt
## 2.513987 1.646198 1.393951
## LotArea Neighborhood_NoRidge Neighborhood_Somerst
## 1.339712 1.312415 1.301025
## Neighborhood_CollgCr Neighborhood_BrkSide Neighborhood_Crawfor
## 1.301009 1.232234 1.141330
## Neighborhood_StoneBr Neighborhood_SWISU Neighborhood_NWAmes
## 1.139848 1.103084 1.089922
## Neighborhood_Blmngtn Neighborhood_Timber Neighborhood_BrDale
## 1.076070 1.075408 1.056145
## Neighborhood_NPkVill Neighborhood_GrnHill
## 1.046311 1.003999sort(vif(junk.lm),decreasing=TRUE)## QualityIndex OverallQual OverallCond GrLivArea TotalSqftCalc
## 41.017444 27.196228 22.505973 2.676134 2.495807Answer: Most of the variables are quite correlated in my models, but none are above 10, which is a sign of concern when comparing VIF models. In my models, it is seen how correlated the TotalFloorSF, TotalSqftCalc, and OverallQual is to the logSalePrice, with the Styles, HouseAge, and lagging behind (which accounted for whether the house was 1 story or two story in terms of dummy variables). The junk model seems to be the worstb of the bunch, as to be expected, as there are over correlating variables which pose concern on the model.
Model Comparison: Now that we have our final models, we need to compare the in-sample fit and predictive accuracy of our models. For each of these four models compute the adjusted R-Squared, AIC, BIC, mean squared error, and the mean absolute error for each of these models for the training sample. Each of these metrics represents some concept of ‘fit’. In addition to the values provide the rank for each model in each metric. If a model is #2 in one metric, then is it #2 in all metrics? Should we expect each metric to give us the same ranking of model ‘fit’.
Answer: All of the forward and stepwise models came up with the same results in terms of the fit-statistics (R^2, AIC, BIC, MSE, MAE). The backwards model lacked slightly behind them in R^2, AIC, and BIC values but was had better MSE and MAE scores compared to the forward and stepwise models. The junk model is what performed the most poorly in all statistics (as to be expected) due to it having less features and not being as clean.
Models and their values:
summary(forward.lm)##
## Call:
## lm(formula = SalePrice ~ OverallQual + TotalSqftCalc + LotArea +
## Neighborhood_NridgHt + HouseAge + TotalFloorSF + Neighborhood_NoRidge +
## Neighborhood_StoneBr + Neighborhood_Crawfor + Neighborhood_Somerst +
## Neighborhood_GrnHill + Neighborhood_BrkSide + Neighborhood_CollgCr +
## Neighborhood_Timber + Neighborhood_NWAmes + Neighborhood_Blmngtn +
## Neighborhood_BrDale + Neighborhood_OldTown + Neighborhood_SWISU +
## Neighborhood_NPkVill, data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -182110 -12500 -4 11697 173603
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -44740.053 4472.317 -10.004 < 2e-16 ***
## OverallQual 17882.533 732.220 24.422 < 2e-16 ***
## TotalSqftCalc 33.725 1.470 22.945 < 2e-16 ***
## LotArea 1.922 0.142 13.533 < 2e-16 ***
## Neighborhood_NridgHt 50066.856 3374.573 14.837 < 2e-16 ***
## HouseAge -310.046 35.310 -8.781 < 2e-16 ***
## TotalFloorSF 22.142 2.209 10.023 < 2e-16 ***
## Neighborhood_NoRidge 36847.281 3914.715 9.413 < 2e-16 ***
## Neighborhood_StoneBr 41280.029 5167.431 7.989 2.62e-15 ***
## Neighborhood_Crawfor 21491.506 3459.903 6.212 6.70e-10 ***
## Neighborhood_Somerst 20569.201 3302.949 6.228 6.07e-10 ***
## Neighborhood_GrnHill 110085.875 24065.301 4.574 5.15e-06 ***
## Neighborhood_BrkSide 12828.989 3326.767 3.856 0.000120 ***
## Neighborhood_CollgCr 8605.798 2301.943 3.738 0.000192 ***
## Neighborhood_Timber 17825.254 4666.197 3.820 0.000139 ***
## Neighborhood_NWAmes -8462.917 2875.559 -2.943 0.003298 **
## Neighborhood_Blmngtn 16156.019 6685.906 2.416 0.015787 *
## Neighborhood_BrDale -14516.426 5848.978 -2.482 0.013173 *
## Neighborhood_OldTown 4733.693 2880.741 1.643 0.100537
## Neighborhood_SWISU -7799.861 4894.638 -1.594 0.111237
## Neighborhood_NPkVill -9170.596 6170.916 -1.486 0.137453
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24010 on 1573 degrees of freedom
## Multiple R-squared: 0.8837, Adjusted R-squared: 0.8822
## F-statistic: 597.5 on 20 and 1573 DF, p-value: < 2.2e-16print(paste("R^2",summary(forward.lm)$r.squared))## [1] "R^2 0.883687689291449"print(paste("AIC",AIC(forward.lm)))## [1] "AIC 36701.2970406411"print(paste("BIC",BIC(forward.lm)))## [1] "BIC 36819.5250815468"print(paste("MSE",mean(forward.lm$residuals^2)))## [1] "MSE 568875702.924602"library("ie2misc")
print(paste("MAE",mae(train.clean$SalePrice, predict(forward.lm))))## [1] "MAE 16804.4204442351"summary(backward.lm)##
## Call:
## lm(formula = SalePrice ~ TotalFloorSF + HouseAge + OverallQual +
## LotArea + TotalSqftCalc + Neighborhood_BrDale + Neighborhood_BrkSide +
## Neighborhood_ClearCr + Neighborhood_Crawfor + Neighborhood_Edwards +
## Neighborhood_Gilbert + Neighborhood_GrnHill + Neighborhood_MeadowV +
## Neighborhood_Mitchel + Neighborhood_NAmes + Neighborhood_NoRidge +
## Neighborhood_NPkVill + Neighborhood_NridgHt + Neighborhood_NWAmes +
## Neighborhood_Sawyer + Neighborhood_SawyerW + Neighborhood_Somerst +
## Neighborhood_StoneBr + Neighborhood_SWISU + Neighborhood_Timber,
## data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -189575 -12405 8 11778 174018
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.586e+04 5.045e+03 -7.108 1.79e-12 ***
## TotalFloorSF 2.294e+01 2.288e+00 10.030 < 2e-16 ***
## HouseAge -3.620e+02 3.061e+01 -11.826 < 2e-16 ***
## OverallQual 1.776e+04 7.599e+02 23.370 < 2e-16 ***
## LotArea 1.931e+00 1.478e-01 13.068 < 2e-16 ***
## TotalSqftCalc 3.334e+01 1.516e+00 21.996 < 2e-16 ***
## Neighborhood_BrDale -2.118e+04 5.907e+03 -3.586 0.000347 ***
## Neighborhood_BrkSide 8.015e+03 3.319e+03 2.415 0.015859 *
## Neighborhood_ClearCr -1.173e+04 6.035e+03 -1.944 0.052049 .
## Neighborhood_Crawfor 1.595e+04 3.492e+03 4.568 5.30e-06 ***
## Neighborhood_Edwards -7.441e+03 2.884e+03 -2.580 0.009980 **
## Neighborhood_Gilbert -7.815e+03 2.980e+03 -2.623 0.008804 **
## Neighborhood_GrnHill 1.023e+05 2.412e+04 4.240 2.36e-05 ***
## Neighborhood_MeadowV -8.144e+03 5.206e+03 -1.564 0.117962
## Neighborhood_Mitchel -7.850e+03 3.326e+03 -2.360 0.018373 *
## Neighborhood_NAmes -5.052e+03 2.028e+03 -2.491 0.012839 *
## Neighborhood_NoRidge 2.877e+04 4.025e+03 7.149 1.34e-12 ***
## Neighborhood_NPkVill -1.593e+04 6.222e+03 -2.560 0.010551 *
## Neighborhood_NridgHt 4.174e+04 3.436e+03 12.147 < 2e-16 ***
## Neighborhood_NWAmes -1.544e+04 3.038e+03 -5.081 4.21e-07 ***
## Neighborhood_Sawyer -5.514e+03 3.135e+03 -1.759 0.078850 .
## Neighborhood_SawyerW -1.080e+04 3.205e+03 -3.370 0.000769 ***
## Neighborhood_Somerst 1.228e+04 3.362e+03 3.653 0.000268 ***
## Neighborhood_StoneBr 3.337e+04 5.196e+03 6.423 1.77e-10 ***
## Neighborhood_SWISU -1.262e+04 4.877e+03 -2.588 0.009751 **
## Neighborhood_Timber 9.928e+03 4.767e+03 2.083 0.037452 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24050 on 1568 degrees of freedom
## Multiple R-squared: 0.8837, Adjusted R-squared: 0.8818
## F-statistic: 476.5 on 25 and 1568 DF, p-value: < 2.2e-16print(paste("R^2",summary(backward.lm)$r.squared))## [1] "R^2 0.883688198515469"print(paste("AIC",AIC(backward.lm)))## [1] "AIC 36711.2900619742"print(paste("BIC",BIC(backward.lm)))## [1] "BIC 36856.3881121767"print(paste("MSE",mean(backward.lm$residuals^2)))## [1] "MSE 568873212.344106"library("ie2misc")
print(paste("MAE",mae(train.clean$SalePrice, predict(backward.lm))))## [1] "MAE 16750.0308635844"summary(stepwise.lm)##
## Call:
## lm(formula = SalePrice ~ TotalFloorSF + OverallQual + TotalSqftCalc +
## HouseAge + LotArea + Neighborhood_NridgHt + Neighborhood_NoRidge +
## Neighborhood_StoneBr + Neighborhood_Crawfor + Neighborhood_Somerst +
## Neighborhood_GrnHill + Neighborhood_BrkSide + Neighborhood_CollgCr +
## Neighborhood_Timber + Neighborhood_NWAmes + Neighborhood_Blmngtn +
## Neighborhood_BrDale + Neighborhood_OldTown + Neighborhood_SWISU +
## Neighborhood_NPkVill, data = train.clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -182110 -12500 -4 11697 173603
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -44740.053 4472.317 -10.004 < 2e-16 ***
## TotalFloorSF 22.142 2.209 10.023 < 2e-16 ***
## OverallQual 17882.533 732.220 24.422 < 2e-16 ***
## TotalSqftCalc 33.725 1.470 22.945 < 2e-16 ***
## HouseAge -310.046 35.310 -8.781 < 2e-16 ***
## LotArea 1.922 0.142 13.533 < 2e-16 ***
## Neighborhood_NridgHt 50066.856 3374.573 14.837 < 2e-16 ***
## Neighborhood_NoRidge 36847.281 3914.715 9.413 < 2e-16 ***
## Neighborhood_StoneBr 41280.029 5167.431 7.989 2.62e-15 ***
## Neighborhood_Crawfor 21491.506 3459.903 6.212 6.70e-10 ***
## Neighborhood_Somerst 20569.201 3302.949 6.228 6.07e-10 ***
## Neighborhood_GrnHill 110085.875 24065.301 4.574 5.15e-06 ***
## Neighborhood_BrkSide 12828.989 3326.767 3.856 0.000120 ***
## Neighborhood_CollgCr 8605.798 2301.943 3.738 0.000192 ***
## Neighborhood_Timber 17825.254 4666.197 3.820 0.000139 ***
## Neighborhood_NWAmes -8462.917 2875.559 -2.943 0.003298 **
## Neighborhood_Blmngtn 16156.019 6685.906 2.416 0.015787 *
## Neighborhood_BrDale -14516.426 5848.978 -2.482 0.013173 *
## Neighborhood_OldTown 4733.693 2880.741 1.643 0.100537
## Neighborhood_SWISU -7799.861 4894.638 -1.594 0.111237
## Neighborhood_NPkVill -9170.596 6170.916 -1.486 0.137453
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24010 on 1573 degrees of freedom
## Multiple R-squared: 0.8837, Adjusted R-squared: 0.8822
## F-statistic: 597.5 on 20 and 1573 DF, p-value: < 2.2e-16print(paste("R^2",summary(stepwise.lm)$r.squared))## [1] "R^2 0.883687689291449"print(paste("AIC",AIC(stepwise.lm)))## [1] "AIC 36701.2970406411"print(paste("BIC",BIC(stepwise.lm)))## [1] "BIC 36819.5250815468"print(paste("MSE",mean(stepwise.lm$residuals^2)))## [1] "MSE 568875702.924602"print(paste("MAE",mae(train.clean$SalePrice, predict(stepwise.lm))))## [1] "MAE 16804.4204442351"summary(junk.lm)##
## Call:
## lm(formula = SalePrice ~ OverallQual + OverallCond + QualityIndex +
## GrLivArea + TotalSqftCalc, data = train.df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -216730 -16949 -103 15814 174269
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.945e+05 1.740e+04 -11.181 < 2e-16 ***
## OverallQual 4.159e+04 2.887e+03 14.406 < 2e-16 ***
## OverallCond 1.751e+04 3.112e+03 5.627 2.17e-08 ***
## QualityIndex -2.851e+03 5.260e+02 -5.421 6.84e-08 ***
## GrLivArea 2.580e+01 2.496e+00 10.338 < 2e-16 ***
## TotalSqftCalc 4.038e+01 1.675e+00 24.108 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 28780 on 1588 degrees of freedom
## Multiple R-squared: 0.8312, Adjusted R-squared: 0.8307
## F-statistic: 1564 on 5 and 1588 DF, p-value: < 2.2e-16print(paste("R^2",summary(junk.lm)$r.squared))## [1] "R^2 0.831247714543605"print(paste("AIC",AIC(junk.lm)))## [1] "AIC 37264.5088686741"print(paste("BIC",BIC(junk.lm)))## [1] "BIC 37302.1268816895"print(paste("MSE",mean(junk.lm$residuals^2)))## [1] "MSE 825356098.80272"print(paste("MAE",mae(train.clean$SalePrice, predict(junk.lm))))## [1] "MAE 20848.6898664742"- Predictive Accuracy In predictive modeling, we are interested in how well our model performs (predicts) out-of-sample. That is the point of predictive modeling. For each of the four models compute the Mean Squared Error (MSE) and the Mean Absolute Error (MAE) for the test sample. Which model fits the best based on these criteria? Did the model that fit best in-sample predict the best out-of-sample? Should we have a preference for the MSE or the MAE? What does it mean when a model has better predictive accuracy in-sample then it does out-of-sample?
Answer: The first three models (forwards, backwards, and stepwise models) fit the best based on that criteria. I believe those models will predict equally well with the out-of-sample. The MSE and MAE need to be as low as can be to improve the fit on the model. When a model has better predictive accuracy in-sample compared to out of the sample, it means the model is overfitting on the training data and is becoming to accustomed to it in terms of predictions. ################################################################################# ################################################################################# #################################################################################
forward.pct <- abs(forward.lm$residuals)/train.clean$SalePrice;
MAPE <- mean(forward.pct)
MAPE## [1] 0.1007298backward.pct <- abs(backward.lm$residuals)/train.clean$SalePrice;
MAPE <- mean(backward.pct)
MAPE## [1] 0.1003564stepwise.pct <- abs(stepwise.lm$residuals)/train.clean$SalePrice;
MAPE <- mean(stepwise.pct)
MAPE## [1] 0.1007298junk.pct <- abs(junk.lm$residuals)/train.clean$SalePrice;
MAPE <- mean(junk.pct)
MAPE## [1] 0.1291034- Operational Validation We have validated these models in the statistical sense, but what about the business sense? Do MSE or MAE easily translate to the development of a business policy?
Answer: I think MSE and MAE loosely translate to the development of a business policy because when you need to look at a general trend, it may not be as important to worry too much about the MSE or MAE. However, if it is too high, it may not be a good ploicy you are trying to implement by that logic, and should be evaluated further.
Typically, in applications we need to be able to hit defined cut-off points, i.e. we set a policy that we need to be p% accurate. Let’s define a variable called PredictionGrade, and consider the predicted value to be ‘Grade 1’ if it is within ten percent of the actual value, ‘Grade 2’ if it is not Grade 1 but within fifteen percent of the actual value, Grade 3 if it is not Grade 2 but within twenty-five percent of the actual value, and ‘Grade 4’ otherwise.
Produce these prediction grades for the in-sample training data and the out-of-sample test data. Note that we want to show these tables in distribution form, not counts. Distribution form is more informative and easier for your reader (and you!) to understand, hence we have normalized the table object.
# Assign Prediction Grades training data;
forward.PredictionGrade <- ifelse(forward.pct<=0.10,'Grade 1: [0.0.10]',
ifelse(forward.pct<=0.15,'Grade 2: (0.10,0.15]',
ifelse(forward.pct<=0.25,'Grade 3: (0.15,0.25]',
'Grade 4: (0.25+]')
)
)
forward.trainTable <- table(forward.PredictionGrade)
forward.trainTable/sum(forward.trainTable)## forward.PredictionGrade
## Grade 1: [0.0.10] Grade 2: (0.10,0.15] Grade 3: (0.15,0.25]
## 0.62296110 0.17001255 0.13927227
## Grade 4: (0.25+]
## 0.06775408forward.test <- predict(forward.lm,newdata=test.clean);
backward.test <- predict(backward.lm,newdata=test.clean);
stepwise.test <- predict(stepwise.lm,newdata=test.clean);
junk.test <- predict(junk.lm,newdata=test.df);# Test Data
# Abs Pct Error
forward.testPCT <- abs(test.df$logSalePrice-forward.test)/test.df$SalePrice;
MAPE <- mean(forward.testPCT)
MAPE## [1] 1.008627backward.testPCT <- abs(test.df$logSalePrice-backward.test)/test.df$SalePrice;
MAPE <- mean(backward.testPCT)
MAPE## [1] 1.00832stepwise.testPCT <- abs(test.df$logSalePrice-stepwise.test)/test.df$SalePrice;
MAPE <- mean(stepwise.testPCT)
MAPE## [1] 1.008627junk.testPCT <- abs(test.df$logSalePrice-junk.test)/test.df$SalePrice;
MAPE <- mean(junk.testPCT)
MAPE## [1] 1.018062# Assign Prediction Grades test data;
forward.testPredictionGrade <- ifelse(forward.testPCT<=0.10,'Grade 1: [0.0.10]',
ifelse(forward.testPCT<=0.15,'Grade 2: (0.10,0.15]',
ifelse(forward.testPCT<=0.25,'Grade 3: (0.15,0.25]',
'Grade 4: (0.25+]')
)
)
forward.testTable <-table(forward.testPredictionGrade)
forward.testTable/sum(forward.testTable)## forward.testPredictionGrade
## Grade 4: (0.25+]
## 1How accurate are the models under this definition of predictive accuracy? How do these results compare to our predictive accuracy results? Did the model ranking remain the same? The models seem to be ok in terms of accuracy to the training data, but does not seem to be the best in predictive accuracy, as it was heavily within Grade 4. I do believe more variables should be added within the model to improve its results, as the existing variables just may not be enough.
Answer: The models seem to be ok in terms of accuracy to the training data, but does not seem to be the best in predictive accuracy, as it was heavily within Grade 4. I do believe more variables should be added within the model to improve its results, as the existing variables just may not be enough.
train.clean$predict1=predict(forward.lm)
train.clean$residual1=train.clean$SalePrice-train.clean$predict1
summary(train.clean$residual1)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -182110.17 -12499.57 -3.89 0.00 11696.62 173602.82print(paste('SD:',sd(train.clean$residual1)))## [1] "SD: 23858.6003905035"train.clean$standResid1=(train.clean$residual1-mean(train.clean$residual1))/sd(train.clean$residual1)
hist(train.clean$standResid1)
plot(train.clean$predict1,train.clean$standResid1)
train.clean$predict2=predict(backward.lm)
train.clean$residual2=train.clean$SalePrice-train.clean$predict2
summary(train.clean$residual2)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -189574.75 -12404.72 7.68 0.00 11778.31 174018.49print(paste('SD:',sd(train.clean$residual2)))## [1] "SD: 23858.5481630753"train.clean$standResid2=(train.clean$residual2-mean(train.clean$residual2))/sd(train.clean$residual2)
hist(train.clean$standResid2)
plot(train.clean$predict2,train.clean$standResid2)
train.clean$predict3=predict(stepwise.lm)
train.clean$residual3=train.clean$SalePrice-train.clean$predict3
summary(train.clean$residual3)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -182110.17 -12499.57 -3.89 0.00 11696.62 173602.82print(paste('SD:',sd(train.clean$residual3)))## [1] "SD: 23858.6003905035"train.clean$standResid3=(train.clean$residual3-mean(train.clean$residual3))/sd(train.clean$residual3)
hist(train.clean$standResid3)
plot(train.clean$predict3,train.clean$standResid3)
train.clean$predict4=predict(junk.lm)
train.clean$residual4=train.clean$SalePrice-train.clean$predict4
summary(train.clean$residual4)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -216730.1 -16949.0 -102.9 0.0 15814.0 174269.5print(paste('SD:',sd(train.clean$residual4)))## [1] "SD: 28738.0273003313"train.clean$standResid4=(train.clean$residual4-mean(train.clean$residual4))/sd(train.clean$residual4)
hist(train.clean$standResid4)
plot(train.clean$predict4,train.clean$standResid4)